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- targets/manhica_malaria/manhica_malaria_s0001_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0002_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0003_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0004_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0005_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0006_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0007_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0008_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0009_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0010_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0011_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0012_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0013_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0014_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0015_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0016_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0017_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0018_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0019_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0020_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0021_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0022_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0023_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0024_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0025_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0026_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0027_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0028_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0029_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0030_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0031_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0032_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0033_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0034_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0035_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0036_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0037_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0038_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0039_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0040_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0041_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0042_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0043_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0044_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0045_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0046_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0047_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0048_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0049_label_positive_jitter_risk_tile.json +146 -0
- targets/manhica_malaria/manhica_malaria_s0050_label_positive_jitter_risk_tile.json +146 -0
targets/manhica_malaria/manhica_malaria_s0001_label_positive_jitter_risk_tile.json
ADDED
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| 1 |
+
{
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| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
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| 3 |
+
"risk_tile_id": "manhica_malaria_s0001_label_positive_jitter",
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| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
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| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
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| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
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| 7 |
+
"disease_targets": [
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| 8 |
+
"malaria",
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| 9 |
+
"Anopheles mosquito habitat"
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| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
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| 13 |
+
"admin0": "Mozambique",
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| 14 |
+
"name": "Manhica District, Mozambique",
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| 15 |
+
"bbox": [
|
| 16 |
+
32.698369560141735,
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| 17 |
+
-25.252487974917358,
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| 18 |
+
32.74807758992244,
|
| 19 |
+
-25.207521894621422
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| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.72322357503209,
|
| 23 |
+
"lat": -25.23000493476939
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
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| 28 |
+
"end_date": "2025-12-31",
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| 29 |
+
"lag_days_used": [
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| 30 |
+
7,
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| 31 |
+
14,
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| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 0,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.34,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
18
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0001_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.698369560141735,
|
| 53 |
+
-25.252487974917358,
|
| 54 |
+
32.74807758992244,
|
| 55 |
+
-25.207521894621422
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.34
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.1645,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 11
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.02, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
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targets/manhica_malaria/manhica_malaria_s0002_label_positive_jitter_risk_tile.json
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| 1 |
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{
|
| 2 |
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"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0002_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.83311726509092,
|
| 17 |
+
-25.28570575578805,
|
| 18 |
+
32.88283888643386,
|
| 19 |
+
-25.240739675492115
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.85797807576239,
|
| 23 |
+
"lat": -25.263222715640083
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0002_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.83311726509092,
|
| 53 |
+
-25.28570575578805,
|
| 54 |
+
32.88283888643386,
|
| 55 |
+
-25.240739675492115
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6401,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 6
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.26, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0003_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0003_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.598471615653516,
|
| 17 |
+
-25.07643687974229,
|
| 18 |
+
32.64810801354427,
|
| 19 |
+
-25.031470799446353
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.62328981459889,
|
| 23 |
+
"lat": -25.05395383959432
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 4,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.37,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
22
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0003_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.598471615653516,
|
| 53 |
+
-25.07643687974229,
|
| 54 |
+
32.64810801354427,
|
| 55 |
+
-25.031470799446353
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.37
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.061,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 313
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 1
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 1.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.05
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.03.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.11, urban signal 0.06, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 1, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0004_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0004_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.7897888576908,
|
| 17 |
+
-25.421574454245327,
|
| 18 |
+
32.83956632356841,
|
| 19 |
+
-25.37660837394939
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.81467759062961,
|
| 23 |
+
"lat": -25.39909141409736
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 9,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.47,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
27
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0004_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.7897888576908,
|
| 53 |
+
-25.421574454245327,
|
| 54 |
+
32.83956632356841,
|
| 55 |
+
-25.37660837394939
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.47
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 6.2631,
|
| 68 |
+
"health_facilities_in_chip": 4,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 1,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 3612
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 2
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.05
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.63, urban signal 0.72, health-facility signal 0.04, and school/waterpoint signal 0.01.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0005_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0005_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.730368498616976,
|
| 17 |
+
-25.44372788439661,
|
| 18 |
+
32.78015510841737,
|
| 19 |
+
-25.398761804100673
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.75526180351717,
|
| 23 |
+
"lat": -25.42124484424864
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.43,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0005_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.730368498616976,
|
| 53 |
+
-25.44372788439661,
|
| 54 |
+
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|
| 55 |
+
-25.398761804100673
|
| 56 |
+
],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.43
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 5.682,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 2544
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
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"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 15
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 15.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.57, urban signal 0.51, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 15, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0006_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0006_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.85730560793352,
|
| 17 |
+
-25.28648546470196,
|
| 18 |
+
32.90702754859631,
|
| 19 |
+
-25.241519384406025
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.882166578264915,
|
| 23 |
+
"lat": -25.264002424553993
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0006_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.85730560793352,
|
| 53 |
+
-25.28648546470196,
|
| 54 |
+
32.90702754859631,
|
| 55 |
+
-25.241519384406025
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.568,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 7
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 28
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 28.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.26, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 28, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0007_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0007_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.90510243258252,
|
| 17 |
+
-24.959634624899127,
|
| 18 |
+
32.95469167770408,
|
| 19 |
+
-24.91466854460319
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.9298970551433,
|
| 23 |
+
"lat": -24.93715158475116
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 1,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.35,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
19
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0007_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.90510243258252,
|
| 53 |
+
-24.959634624899127,
|
| 54 |
+
32.95469167770408,
|
| 55 |
+
-24.91466854460319
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.35
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.4593,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 0
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.02.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.05, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0008_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0008_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.7298063950605,
|
| 17 |
+
-25.44380016294129,
|
| 18 |
+
32.779593034711844,
|
| 19 |
+
-25.398834082645354
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.75469971488617,
|
| 23 |
+
"lat": -25.421317122793322
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.43,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0008_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.7298063950605,
|
| 53 |
+
-25.44380016294129,
|
| 54 |
+
32.779593034711844,
|
| 55 |
+
-25.398834082645354
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.43
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 5.6407,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 2467
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 15
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 15.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.56, urban signal 0.49, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 15, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0009_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0009_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.83725852833665,
|
| 17 |
+
-25.26193880312589,
|
| 18 |
+
32.886970422611014,
|
| 19 |
+
-25.216972722829954
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.86211447547383,
|
| 23 |
+
"lat": -25.239455762977922
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0009_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.83725852833665,
|
| 53 |
+
-25.26193880312589,
|
| 54 |
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|
| 55 |
+
-25.216972722829954
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.5456,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 4
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 28
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 28.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.25, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 28, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0010_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0010_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
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"bbox": [
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.87466150281738,
|
| 23 |
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"lat": -25.272422238988387
|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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"time_window": {
|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
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"lag_days_used": [
|
| 30 |
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7,
|
| 31 |
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14,
|
| 32 |
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21
|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
+
"risk": {
|
| 36 |
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"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
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"confidence": 0.38,
|
| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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"uncertainty_interval": [
|
| 41 |
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0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
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},
|
| 46 |
+
"hazards": [
|
| 47 |
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{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0010_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
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"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
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|
| 53 |
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|
| 54 |
+
32.89952419768664,
|
| 55 |
+
-25.24993919884042
|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
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"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
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],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
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}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 2.5472,
|
| 68 |
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"health_facilities_in_chip": 1,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
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"signals": {
|
| 74 |
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"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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"climate": {
|
| 85 |
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"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
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{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.25, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0011_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0011_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
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|
| 17 |
+
-25.419297461580932,
|
| 18 |
+
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|
| 19 |
+
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.79987132439421,
|
| 23 |
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"lat": -25.396814421432964
|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 9,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.49,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
27
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0011_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
+
32.77498306106859,
|
| 53 |
+
-25.419297461580932,
|
| 54 |
+
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|
| 55 |
+
-25.374331381284996
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.49
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 6.5419,
|
| 68 |
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"health_facilities_in_chip": 4,
|
| 69 |
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"schools_or_waterpoints_in_chip": 1,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 4741
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 2
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.05
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.65, urban signal 0.95, health-facility signal 0.04, and school/waterpoint signal 0.01.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
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"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0012_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0012_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
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"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.87602162020465,
|
| 23 |
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|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
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"lag_days_used": [
|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
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"risk": {
|
| 36 |
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"score": 6,
|
| 37 |
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"class": "low",
|
| 38 |
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"confidence": 0.38,
|
| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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|
| 41 |
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0,
|
| 42 |
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|
| 43 |
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],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
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},
|
| 46 |
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"hazards": [
|
| 47 |
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{
|
| 48 |
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"hazard_id": "manhica_malaria_s0012_label_positive_jitter_hazard_001",
|
| 49 |
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"type": "anopheles_habitat_proxy",
|
| 50 |
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"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
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"waterway context",
|
| 60 |
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"rainfall",
|
| 61 |
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"settlement/exposure context"
|
| 62 |
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],
|
| 63 |
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"confidence": 0.38
|
| 64 |
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}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 2.6594,
|
| 68 |
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|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 5
|
| 72 |
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},
|
| 73 |
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"signals": {
|
| 74 |
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"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
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"panel_order": [
|
| 77 |
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"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
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"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
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],
|
| 82 |
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"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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"climate": {
|
| 85 |
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|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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|
| 90 |
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|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": true,
|
| 94 |
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"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
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},
|
| 97 |
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"entomology_or_host": {
|
| 98 |
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"observation_available": true,
|
| 99 |
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"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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"count_in_chip": 29
|
| 101 |
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}
|
| 102 |
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},
|
| 103 |
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"rationale": [
|
| 104 |
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{
|
| 105 |
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"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
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"evidence_ref": "numeric_features.label_counts",
|
| 108 |
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"confidence": 0.06
|
| 109 |
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},
|
| 110 |
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{
|
| 111 |
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"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
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"confidence": 0.58
|
| 115 |
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},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
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"confidence": 0.55
|
| 121 |
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}
|
| 122 |
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],
|
| 123 |
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"recommended_actions": [
|
| 124 |
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{
|
| 125 |
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"action_type": "vector_trap_priority",
|
| 126 |
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"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
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"priority": "low",
|
| 128 |
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"requires_human_approval": true
|
| 129 |
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}
|
| 130 |
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],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
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"model_versions": {
|
| 138 |
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"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
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},
|
| 140 |
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"data_versions": {
|
| 141 |
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"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
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},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0013_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0013_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.77365245187071,
|
| 17 |
+
-25.337380574602403,
|
| 18 |
+
32.823395264783876,
|
| 19 |
+
-25.292414494306467
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.79852385832729,
|
| 23 |
+
"lat": -25.314897534454435
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 1,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.35,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
19
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0013_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.77365245187071,
|
| 53 |
+
-25.337380574602403,
|
| 54 |
+
32.823395264783876,
|
| 55 |
+
-25.292414494306467
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.35
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.7281,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 163
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 2
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.07, urban signal 0.03, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0014_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0014_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.604188615557824,
|
| 17 |
+
-25.048827618266927,
|
| 18 |
+
32.65381384095374,
|
| 19 |
+
-25.00386153797099
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.62900122825578,
|
| 23 |
+
"lat": -25.02634457811896
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 12,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.42,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
30
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0014_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.604188615557824,
|
| 53 |
+
-25.048827618266927,
|
| 54 |
+
32.65381384095374,
|
| 55 |
+
-25.00386153797099
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.42
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.6148,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 389
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 6
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 6.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.2
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.02.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.16, urban signal 0.08, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 6, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0015_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0015_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.841627341541965,
|
| 17 |
+
-25.272925790417066,
|
| 18 |
+
32.89134373090947,
|
| 19 |
+
-25.22795971012113
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.86648553622572,
|
| 23 |
+
"lat": -25.250442750269098
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0015_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.841627341541965,
|
| 53 |
+
-25.272925790417066,
|
| 54 |
+
32.89134373090947,
|
| 55 |
+
-25.22795971012113
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6692,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0016_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0016_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.6122264648548,
|
| 17 |
+
-25.03140181071886,
|
| 18 |
+
32.661844647159086,
|
| 19 |
+
-24.986435730422926
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.63703555600694,
|
| 23 |
+
"lat": -25.008918770570894
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 14,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.43,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
32
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0016_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.6122264648548,
|
| 53 |
+
-25.03140181071886,
|
| 54 |
+
32.661844647159086,
|
| 55 |
+
-24.986435730422926
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.43
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.6111,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 72
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 7
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 7.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.25
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.16, urban signal 0.01, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 7, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0017_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0017_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.60136551161019,
|
| 17 |
+
-25.086136037570846,
|
| 18 |
+
32.65100583833861,
|
| 19 |
+
-25.04116995727491
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.6261856749744,
|
| 23 |
+
"lat": -25.063652997422878
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 4,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
22
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0017_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.60136551161019,
|
| 53 |
+
-25.086136037570846,
|
| 54 |
+
32.65100583833861,
|
| 55 |
+
-25.04116995727491
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.6629,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 0
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 1
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 1.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.05
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.03.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.07, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 1, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0018_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
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|
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
|
|
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|
|
|
|
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|
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|
|
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|
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|
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|
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|
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|
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|
|
|
| 1 |
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{
|
| 2 |
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"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
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"risk_tile_id": "manhica_malaria_s0018_label_positive_jitter",
|
| 4 |
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"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
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"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
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"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
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"disease_targets": [
|
| 8 |
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"malaria",
|
| 9 |
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"Anopheles mosquito habitat"
|
| 10 |
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],
|
| 11 |
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"aoi": {
|
| 12 |
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"aoi_id": "manhica_malaria",
|
| 13 |
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"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
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"bbox": [
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| 16 |
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| 21 |
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| 22 |
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| 25 |
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| 26 |
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| 27 |
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"start_date": "2025-12-31",
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| 28 |
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"end_date": "2025-12-31",
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| 29 |
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"lag_days_used": [
|
| 30 |
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|
| 31 |
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|
| 32 |
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| 33 |
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| 34 |
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},
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| 35 |
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"risk": {
|
| 36 |
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"score": 1,
|
| 37 |
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"class": "low",
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| 38 |
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"confidence": 0.35,
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| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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"uncertainty_interval": [
|
| 41 |
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0,
|
| 42 |
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|
| 43 |
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],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
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},
|
| 46 |
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"hazards": [
|
| 47 |
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{
|
| 48 |
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"hazard_id": "manhica_malaria_s0018_label_positive_jitter_hazard_001",
|
| 49 |
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"type": "anopheles_habitat_proxy",
|
| 50 |
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"geometry_ref": "chip_bbox",
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| 51 |
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"bbox": [
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| 52 |
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32.7083471968639,
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| 53 |
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| 54 |
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| 55 |
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-25.331496311832613
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| 56 |
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],
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| 57 |
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"evidence_layers": [
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| 58 |
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"MAP/GBIF labels",
|
| 59 |
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"waterway context",
|
| 60 |
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"rainfall",
|
| 61 |
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"settlement/exposure context"
|
| 62 |
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],
|
| 63 |
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"confidence": 0.35
|
| 64 |
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}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 0.5126,
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| 68 |
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"health_facilities_in_chip": 0,
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| 69 |
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"schools_or_waterpoints_in_chip": 0,
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| 70 |
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"waterway_features_in_chip": 0,
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| 71 |
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"urban_or_building_features_in_chip": 417
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| 72 |
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},
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| 73 |
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"signals": {
|
| 74 |
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"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
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"panel_order": [
|
| 77 |
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"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
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"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
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"bottom_left: Mapbox satellite context",
|
| 80 |
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"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
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],
|
| 82 |
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"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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"climate": {
|
| 85 |
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"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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"jrc_seasonality_mean_months": 0.0
|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": false,
|
| 94 |
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"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
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},
|
| 97 |
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"entomology_or_host": {
|
| 98 |
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"observation_available": false,
|
| 99 |
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"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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"count_in_chip": 0
|
| 101 |
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}
|
| 102 |
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},
|
| 103 |
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"rationale": [
|
| 104 |
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{
|
| 105 |
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"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
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"evidence_ref": "numeric_features.label_counts",
|
| 108 |
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"confidence": 0.0
|
| 109 |
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},
|
| 110 |
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{
|
| 111 |
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"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
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"confidence": 0.58
|
| 115 |
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},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.05, urban signal 0.08, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
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"confidence": 0.55
|
| 121 |
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}
|
| 122 |
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],
|
| 123 |
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"recommended_actions": [
|
| 124 |
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{
|
| 125 |
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"action_type": "vector_trap_priority",
|
| 126 |
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"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
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"priority": "low",
|
| 128 |
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"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
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],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
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"model_versions": {
|
| 138 |
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"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
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},
|
| 140 |
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"data_versions": {
|
| 141 |
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"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
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},
|
| 143 |
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"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
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"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0019_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
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|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0019_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
+
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|
| 20 |
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],
|
| 21 |
+
"centroid": {
|
| 22 |
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"lon": 32.80027052739454,
|
| 23 |
+
"lat": -25.30571004420672
|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
+
"time_window": {
|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
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"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
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14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 1,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.35,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
19
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0019_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
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|
| 53 |
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-25.328193084354687,
|
| 54 |
+
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|
| 55 |
+
-25.28322700405875
|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.35
|
| 64 |
+
}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
+
"population_signal_p90": 0.7145,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 112
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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"jrc_seasonality_mean_months": 0.0
|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 2
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.07, urban signal 0.02, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0020_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
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|
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|
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|
|
|
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|
|
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|
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|
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|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0020_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.60736427416498,
|
| 17 |
+
-25.029536637929702,
|
| 18 |
+
32.65698170300169,
|
| 19 |
+
-24.984570557633766
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.632172988583335,
|
| 23 |
+
"lat": -25.007053597781734
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 14,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.43,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
32
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0020_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.60736427416498,
|
| 53 |
+
-25.029536637929702,
|
| 54 |
+
32.65698170300169,
|
| 55 |
+
-24.984570557633766
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.43
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.6,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 33
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 7
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 7.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.25
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.16, urban signal 0.01, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 7, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0021_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0021_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.743888468840154,
|
| 17 |
+
-25.050347655750013,
|
| 18 |
+
32.7935143089111,
|
| 19 |
+
-25.005381575454077
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.76870138887563,
|
| 23 |
+
"lat": -25.027864615602045
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 5,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
23
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0021_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.743888468840154,
|
| 53 |
+
-25.050347655750013,
|
| 54 |
+
32.7935143089111,
|
| 55 |
+
-25.005381575454077
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 4.4956,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 1
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 2
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.04.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.45, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0022_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0022_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.718531948054434,
|
| 17 |
+
-25.404123789497557,
|
| 18 |
+
32.76830221869852,
|
| 19 |
+
-25.35915770920162
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.74341708337648,
|
| 23 |
+
"lat": -25.38164074934959
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 1,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
19
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0022_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.718531948054434,
|
| 53 |
+
-25.404123789497557,
|
| 54 |
+
32.76830221869852,
|
| 55 |
+
-25.35915770920162
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.3141,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 822
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.13, urban signal 0.16, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0023_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0023_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.83766743323957,
|
| 17 |
+
-25.295204300595497,
|
| 18 |
+
32.887392945497176,
|
| 19 |
+
-25.25023822029956
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.86253018936837,
|
| 23 |
+
"lat": -25.27272126044753
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 5,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
23
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0023_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.83766743323957,
|
| 53 |
+
-25.295204300595497,
|
| 54 |
+
32.887392945497176,
|
| 55 |
+
-25.25023822029956
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.5436,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 6
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 1
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 1.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.05
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.25, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 1, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0024_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0024_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.70257745023707,
|
| 17 |
+
-24.986025351798013,
|
| 18 |
+
32.752177323369224,
|
| 19 |
+
-24.941059271502077
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.72737738680315,
|
| 23 |
+
"lat": -24.963542311650045
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 0,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.34,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
18
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0024_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.70257745023707,
|
| 53 |
+
-24.986025351798013,
|
| 54 |
+
32.752177323369224,
|
| 55 |
+
-24.941059271502077
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.34
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.3616,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 0
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.04, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0025_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0025_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.776645381684645,
|
| 17 |
+
-25.32251415535972,
|
| 18 |
+
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| 19 |
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| 20 |
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],
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| 21 |
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"centroid": {
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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"time_window": {
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| 27 |
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"start_date": "2025-12-31",
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| 28 |
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"end_date": "2025-12-31",
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| 29 |
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"lag_days_used": [
|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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| 34 |
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| 35 |
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"risk": {
|
| 36 |
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"score": 1,
|
| 37 |
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"class": "low",
|
| 38 |
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"confidence": 0.35,
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| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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|
| 41 |
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|
| 42 |
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| 43 |
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],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
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},
|
| 46 |
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"hazards": [
|
| 47 |
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{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0025_label_positive_jitter_hazard_001",
|
| 49 |
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"type": "anopheles_habitat_proxy",
|
| 50 |
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"geometry_ref": "chip_bbox",
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| 51 |
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"bbox": [
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| 52 |
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| 53 |
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| 54 |
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| 55 |
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| 56 |
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],
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| 57 |
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"evidence_layers": [
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| 58 |
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"MAP/GBIF labels",
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| 59 |
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"waterway context",
|
| 60 |
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"rainfall",
|
| 61 |
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"settlement/exposure context"
|
| 62 |
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],
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| 63 |
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"confidence": 0.35
|
| 64 |
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}
|
| 65 |
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],
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| 66 |
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"exposure": {
|
| 67 |
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| 70 |
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"waterway_features_in_chip": 0,
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| 71 |
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"urban_or_building_features_in_chip": 1
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| 72 |
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},
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| 73 |
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"signals": {
|
| 74 |
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"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
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"panel_order": [
|
| 77 |
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"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
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"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
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"bottom_left: Mapbox satellite context",
|
| 80 |
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"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
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],
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| 82 |
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"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
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| 84 |
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"climate": {
|
| 85 |
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| 86 |
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| 87 |
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},
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| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": false,
|
| 94 |
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"source": "Malaria Atlas Project + GBIF",
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| 95 |
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|
| 96 |
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},
|
| 97 |
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"entomology_or_host": {
|
| 98 |
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"observation_available": true,
|
| 99 |
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"source": "MAP malaria survey and GBIF Anopheles occurrence",
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| 100 |
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"count_in_chip": 2
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| 101 |
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}
|
| 102 |
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},
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| 103 |
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"rationale": [
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| 104 |
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{
|
| 105 |
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"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
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| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
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"evidence_ref": "numeric_features.label_counts",
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| 108 |
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"confidence": 0.0
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| 109 |
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},
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| 110 |
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{
|
| 111 |
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"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
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| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
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| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
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"confidence": 0.58
|
| 115 |
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},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.06, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
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| 118 |
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"evidence_layer": "WorldPop_OSM",
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| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
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"confidence": 0.55
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| 121 |
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}
|
| 122 |
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],
|
| 123 |
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"recommended_actions": [
|
| 124 |
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{
|
| 125 |
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"action_type": "vector_trap_priority",
|
| 126 |
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"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
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"priority": "low",
|
| 128 |
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"requires_human_approval": true
|
| 129 |
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}
|
| 130 |
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],
|
| 131 |
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"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
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| 133 |
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"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
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"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
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"audit": {
|
| 137 |
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"model_versions": {
|
| 138 |
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"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
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},
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| 140 |
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"data_versions": {
|
| 141 |
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"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
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},
|
| 143 |
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"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
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"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
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}
|
targets/manhica_malaria/manhica_malaria_s0026_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
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|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
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|
|
|
|
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|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
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"risk_tile_id": "manhica_malaria_s0026_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
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"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
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"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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}
|
| 25 |
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|
| 26 |
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|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
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"lag_days_used": [
|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
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"risk": {
|
| 36 |
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"score": 0,
|
| 37 |
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"class": "low",
|
| 38 |
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"confidence": 0.34,
|
| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
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},
|
| 46 |
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"hazards": [
|
| 47 |
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{
|
| 48 |
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"hazard_id": "manhica_malaria_s0026_label_positive_jitter_hazard_001",
|
| 49 |
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"type": "anopheles_habitat_proxy",
|
| 50 |
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"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
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"waterway context",
|
| 60 |
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"rainfall",
|
| 61 |
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"settlement/exposure context"
|
| 62 |
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],
|
| 63 |
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"confidence": 0.34
|
| 64 |
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}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 0.2153,
|
| 68 |
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|
| 69 |
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|
| 70 |
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| 71 |
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|
| 72 |
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},
|
| 73 |
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"signals": {
|
| 74 |
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"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
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"panel_order": [
|
| 77 |
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"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
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"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
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"bottom_left: Mapbox satellite context",
|
| 80 |
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"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
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],
|
| 82 |
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"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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|
| 90 |
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|
| 91 |
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},
|
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|
| 93 |
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|
| 94 |
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"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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|
| 96 |
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},
|
| 97 |
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"entomology_or_host": {
|
| 98 |
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"observation_available": false,
|
| 99 |
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"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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|
| 101 |
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}
|
| 102 |
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},
|
| 103 |
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"rationale": [
|
| 104 |
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{
|
| 105 |
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"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
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"evidence_ref": "numeric_features.label_counts",
|
| 108 |
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"confidence": 0.0
|
| 109 |
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},
|
| 110 |
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{
|
| 111 |
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"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
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| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
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"confidence": 0.58
|
| 115 |
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},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.02, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
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"confidence": 0.55
|
| 121 |
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}
|
| 122 |
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],
|
| 123 |
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"recommended_actions": [
|
| 124 |
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{
|
| 125 |
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"action_type": "vector_trap_priority",
|
| 126 |
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"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
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"priority": "low",
|
| 128 |
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"requires_human_approval": true
|
| 129 |
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}
|
| 130 |
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],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
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"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
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"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0027_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0027_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
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|
| 17 |
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|
| 18 |
+
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|
| 19 |
+
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.59933374501038,
|
| 23 |
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"lat": -25.32039512505948
|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
+
"time_window": {
|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 0,
|
| 37 |
+
"class": "low",
|
| 38 |
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"confidence": 0.34,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
18
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0027_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
+
32.574461209564866,
|
| 53 |
+
-25.34287816520745,
|
| 54 |
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32.62420628045589,
|
| 55 |
+
-25.297912084911513
|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.34
|
| 64 |
+
}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 0.1351,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 0
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.01, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
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"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0028_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0028_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
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"aoi_id": "manhica_malaria",
|
| 13 |
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"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
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"bbox": [
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.79237809707236,
|
| 23 |
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|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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"time_window": {
|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
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"risk": {
|
| 36 |
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"score": 1,
|
| 37 |
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"class": "low",
|
| 38 |
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"confidence": 0.35,
|
| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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|
| 41 |
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0,
|
| 42 |
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|
| 43 |
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],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
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},
|
| 46 |
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"hazards": [
|
| 47 |
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{
|
| 48 |
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"hazard_id": "manhica_malaria_s0028_label_positive_jitter_hazard_001",
|
| 49 |
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"type": "anopheles_habitat_proxy",
|
| 50 |
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"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
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"waterway context",
|
| 60 |
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"rainfall",
|
| 61 |
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"settlement/exposure context"
|
| 62 |
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],
|
| 63 |
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"confidence": 0.35
|
| 64 |
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}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 0.6389,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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|
| 71 |
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"urban_or_building_features_in_chip": 58
|
| 72 |
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},
|
| 73 |
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"signals": {
|
| 74 |
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"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
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"panel_order": [
|
| 77 |
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"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
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"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
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"bottom_left: Mapbox satellite context",
|
| 80 |
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"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
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],
|
| 82 |
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"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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"climate": {
|
| 85 |
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|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": false,
|
| 94 |
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"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
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},
|
| 97 |
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"entomology_or_host": {
|
| 98 |
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"observation_available": true,
|
| 99 |
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"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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"count_in_chip": 2
|
| 101 |
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}
|
| 102 |
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},
|
| 103 |
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"rationale": [
|
| 104 |
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{
|
| 105 |
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"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
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"evidence_ref": "numeric_features.label_counts",
|
| 108 |
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"confidence": 0.0
|
| 109 |
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},
|
| 110 |
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{
|
| 111 |
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"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
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"confidence": 0.58
|
| 115 |
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},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.06, urban signal 0.01, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
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"confidence": 0.55
|
| 121 |
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}
|
| 122 |
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],
|
| 123 |
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"recommended_actions": [
|
| 124 |
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{
|
| 125 |
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"action_type": "vector_trap_priority",
|
| 126 |
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"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
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"priority": "low",
|
| 128 |
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"requires_human_approval": true
|
| 129 |
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}
|
| 130 |
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],
|
| 131 |
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"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0029_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0029_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.852968561344696,
|
| 17 |
+
-25.26980212397073,
|
| 18 |
+
32.902683672461535,
|
| 19 |
+
-25.224836043674795
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.877826116903115,
|
| 23 |
+
"lat": -25.247319083822763
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0029_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.852968561344696,
|
| 53 |
+
-25.26980212397073,
|
| 54 |
+
32.902683672461535,
|
| 55 |
+
-25.224836043674795
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6637,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0030_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0030_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.854591784752905,
|
| 17 |
+
-25.26231805522837,
|
| 18 |
+
32.90430383414624,
|
| 19 |
+
-25.217351974932434
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.87944780944957,
|
| 23 |
+
"lat": -25.239835015080402
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0030_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.854591784752905,
|
| 53 |
+
-25.26231805522837,
|
| 54 |
+
32.90430383414624,
|
| 55 |
+
-25.217351974932434
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.5055,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 4
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 28
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 28.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.25, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 28, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0031_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0031_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.722544812544776,
|
| 17 |
+
-25.442207713325455,
|
| 18 |
+
32.77233079454286,
|
| 19 |
+
-25.39724163302952
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.74743780354382,
|
| 23 |
+
"lat": -25.419724673177488
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 5,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.41,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
23
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0031_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.722544812544776,
|
| 53 |
+
-25.442207713325455,
|
| 54 |
+
32.77233079454286,
|
| 55 |
+
-25.39724163302952
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.41
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 4.7406,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 1673
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 15
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 15.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.47, urban signal 0.33, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 15, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0032_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0032_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.639536622426256,
|
| 17 |
+
-25.129704127157154,
|
| 18 |
+
32.68919462251153,
|
| 19 |
+
-25.08473804686122
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.66436562246889,
|
| 23 |
+
"lat": -25.107221087009187
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 0,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.34,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
18
|
| 43 |
+
],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0032_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
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"bbox": [
|
| 52 |
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32.639536622426256,
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| 53 |
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|
| 54 |
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|
| 55 |
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-25.08473804686122
|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.34
|
| 64 |
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}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 0.2675,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 1
|
| 72 |
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},
|
| 73 |
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"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
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],
|
| 82 |
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"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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"climate": {
|
| 85 |
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"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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"jrc_seasonality_mean_months": 0.0
|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
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"observation_available": false,
|
| 99 |
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"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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"count_in_chip": 0
|
| 101 |
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}
|
| 102 |
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},
|
| 103 |
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"rationale": [
|
| 104 |
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{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
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"evidence_ref": "numeric_features.label_counts",
|
| 108 |
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"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
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{
|
| 111 |
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"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
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"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
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"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.03, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
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"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
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"confidence": 0.55
|
| 121 |
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}
|
| 122 |
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],
|
| 123 |
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"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
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"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
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"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
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"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0033_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0033_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
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"admin0": "Mozambique",
|
| 14 |
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"name": "Manhica District, Mozambique",
|
| 15 |
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"bbox": [
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.86742346140543,
|
| 23 |
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"lat": -25.252524769232476
|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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"time_window": {
|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
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"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
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14,
|
| 32 |
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21
|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
+
"risk": {
|
| 36 |
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"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
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"confidence": 0.38,
|
| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
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"uncertainty_interval": [
|
| 41 |
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0,
|
| 42 |
+
24
|
| 43 |
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],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0033_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
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32.842564840665865,
|
| 53 |
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-25.275007809380444,
|
| 54 |
+
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|
| 55 |
+
-25.23004172908451
|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
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"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
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],
|
| 66 |
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"exposure": {
|
| 67 |
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"population_signal_p90": 2.6692,
|
| 68 |
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"health_facilities_in_chip": 1,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
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"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
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"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
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},
|
| 84 |
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"climate": {
|
| 85 |
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"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
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"rainfall_chirps_p90_mm": 0.0
|
| 87 |
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},
|
| 88 |
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"hydrology": {
|
| 89 |
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"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
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"jrc_seasonality_mean_months": 0.0
|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
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"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
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"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
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"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
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"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
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"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
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{
|
| 117 |
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"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
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"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0034_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
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|
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|
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|
|
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|
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|
|
|
|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0034_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.73251636452095,
|
| 17 |
+
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|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
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"centroid": {
|
| 22 |
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"lon": 32.75740834647004,
|
| 23 |
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"lat": -25.41483717728407
|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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"time_window": {
|
| 27 |
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"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
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14,
|
| 32 |
+
21
|
| 33 |
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]
|
| 34 |
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},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 13,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.47,
|
| 39 |
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"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
31
|
| 43 |
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],
|
| 44 |
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"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0034_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.73251636452095,
|
| 53 |
+
-25.43732021743204,
|
| 54 |
+
32.782300328419126,
|
| 55 |
+
-25.392354137136103
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.47
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
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"exposure": {
|
| 67 |
+
"population_signal_p90": 5.6444,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
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"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 2309
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 18
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 18.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.16
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.56, urban signal 0.46, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 18, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0035_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0035_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
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32.726935454445794,
|
| 17 |
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-25.439005328602907,
|
| 18 |
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|
| 19 |
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-25.39403924830697
|
| 20 |
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],
|
| 21 |
+
"centroid": {
|
| 22 |
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"lon": 32.751827784265494,
|
| 23 |
+
"lat": -25.41652228845494
|
| 24 |
+
}
|
| 25 |
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},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
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"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 5,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.41,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
23
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0035_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.726935454445794,
|
| 53 |
+
-25.439005328602907,
|
| 54 |
+
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|
| 55 |
+
-25.39403924830697
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.41
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 5.2315,
|
| 68 |
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"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
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"waterway_features_in_chip": 0,
|
| 71 |
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"urban_or_building_features_in_chip": 1829
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
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},
|
| 92 |
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"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 15
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 15.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.52, urban signal 0.37, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 15, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0036_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
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|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
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|
|
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|
|
|
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|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0036_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.618958796452674,
|
| 17 |
+
-25.043972141154775,
|
| 18 |
+
32.66858205871945,
|
| 19 |
+
-24.99900606085884
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.64377042758606,
|
| 23 |
+
"lat": -25.021489101006807
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 15,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.43,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
33
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0036_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.618958796452674,
|
| 53 |
+
-25.043972141154775,
|
| 54 |
+
32.66858205871945,
|
| 55 |
+
-24.99900606085884
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.43
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.6445,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 264
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 7
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 7.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.25
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.02.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.16, urban signal 0.05, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 7, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0037_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0037_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.842621716670635,
|
| 17 |
+
-25.2722104442313,
|
| 18 |
+
32.89233781328902,
|
| 19 |
+
-25.227244363935363
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.86747976497983,
|
| 23 |
+
"lat": -25.24972740408333
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0037_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.842621716670635,
|
| 53 |
+
-25.2722104442313,
|
| 54 |
+
32.89233781328902,
|
| 55 |
+
-25.227244363935363
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6692,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0038_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0038_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.96350146563406,
|
| 17 |
+
-25.202115352356724,
|
| 18 |
+
33.01318893071279,
|
| 19 |
+
-25.15714927206079
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.98834519817343,
|
| 23 |
+
"lat": -25.179632312208756
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0038_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.96350146563406,
|
| 53 |
+
-25.202115352356724,
|
| 54 |
+
33.01318893071279,
|
| 55 |
+
-25.15714927206079
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.3249,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 128
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 1
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 1.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.05
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.02.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.03, urban signal 0.03, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 1, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0039_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0039_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.78204500002974,
|
| 17 |
+
-25.434340234392312,
|
| 18 |
+
32.83182773371874,
|
| 19 |
+
-25.389374154096377
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.80693636687424,
|
| 23 |
+
"lat": -25.411857194244345
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 7,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.46,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
25
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0039_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.78204500002974,
|
| 53 |
+
-25.434340234392312,
|
| 54 |
+
32.83182773371874,
|
| 55 |
+
-25.389374154096377
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.46
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 6.5587,
|
| 68 |
+
"health_facilities_in_chip": 4,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 1,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 3677
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 1
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 1.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.66, urban signal 0.74, health-facility signal 0.04, and school/waterpoint signal 0.01.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 1, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0040_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0040_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.85689953800821,
|
| 17 |
+
-25.286183547101675,
|
| 18 |
+
32.90662135502292,
|
| 19 |
+
-25.24121746680574
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.881760446515564,
|
| 23 |
+
"lat": -25.263700506953708
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0040_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.85689953800821,
|
| 53 |
+
-25.286183547101675,
|
| 54 |
+
32.90662135502292,
|
| 55 |
+
-25.24121746680574
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.5758,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 7
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 28
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 28.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.26, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 28, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0041_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0041_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.84148710621008,
|
| 17 |
+
-25.273739799369785,
|
| 18 |
+
32.89120382871718,
|
| 19 |
+
-25.22877371907385
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.86634546746363,
|
| 23 |
+
"lat": -25.251256759221818
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0041_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.84148710621008,
|
| 53 |
+
-25.273739799369785,
|
| 54 |
+
32.89120382871718,
|
| 55 |
+
-25.22877371907385
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.669,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0042_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0042_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.78433565271457,
|
| 17 |
+
-25.015676298072826,
|
| 18 |
+
32.833947484800085,
|
| 19 |
+
-24.97071021777689
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.809141568757326,
|
| 23 |
+
"lat": -24.993193257924858
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 2,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.35,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
20
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0042_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.78433565271457,
|
| 53 |
+
-25.015676298072826,
|
| 54 |
+
32.833947484800085,
|
| 55 |
+
-24.97071021777689
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.35
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.9805,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 0
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 1
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 1.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.04.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.1, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 1, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0043_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0043_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.85207535671869,
|
| 17 |
+
-25.25788475412987,
|
| 18 |
+
32.90178559303174,
|
| 19 |
+
-25.212918673833933
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.876930474875216,
|
| 23 |
+
"lat": -25.2354017139819
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.36,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0043_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.85207535671869,
|
| 53 |
+
-25.25788475412987,
|
| 54 |
+
32.90178559303174,
|
| 55 |
+
-25.212918673833933
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.36
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.4124,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 0
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 28
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 28.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.0.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.24, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 28, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0044_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0044_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.906469275493144,
|
| 17 |
+
-25.35305021764199,
|
| 18 |
+
32.95621852601173,
|
| 19 |
+
-25.308084137346054
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.93134390075244,
|
| 23 |
+
"lat": -25.33056717749402
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 0,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.35,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
18
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0044_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
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|
| 53 |
+
-25.35305021764199,
|
| 54 |
+
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|
| 55 |
+
-25.308084137346054
|
| 56 |
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],
|
| 57 |
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"evidence_layers": [
|
| 58 |
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"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.35
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.2234,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 1,
|
| 71 |
+
"urban_or_building_features_in_chip": 384
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
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"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.02, urban signal 0.08, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0045_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0045_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.848644789145624,
|
| 17 |
+
-25.27113727365083,
|
| 18 |
+
32.8983604465994,
|
| 19 |
+
-25.226171193354894
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.87350261787251,
|
| 23 |
+
"lat": -25.24865423350286
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0045_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.848644789145624,
|
| 53 |
+
-25.27113727365083,
|
| 54 |
+
32.8983604465994,
|
| 55 |
+
-25.226171193354894
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6692,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0046_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0046_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.761304613509374,
|
| 17 |
+
-25.05574961958398,
|
| 18 |
+
32.81093263844041,
|
| 19 |
+
-25.010783539288045
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.78611862597489,
|
| 23 |
+
"lat": -25.033266579436013
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0046_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.761304613509374,
|
| 53 |
+
-25.05574961958398,
|
| 54 |
+
32.81093263844041,
|
| 55 |
+
-25.010783539288045
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 5.0243,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 14
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 2
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 2.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.04.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.5, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 2, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0047_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0047_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.82830813126056,
|
| 17 |
+
-25.173394748568516,
|
| 18 |
+
32.8779838959047,
|
| 19 |
+
-25.12842866827258
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.85314601358263,
|
| 23 |
+
"lat": -25.150911708420548
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 1,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.35,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
19
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0047_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.82830813126056,
|
| 53 |
+
-25.173394748568516,
|
| 54 |
+
32.8779838959047,
|
| 55 |
+
-25.12842866827258
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.35
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 0.5257,
|
| 68 |
+
"health_facilities_in_chip": 0,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 2,
|
| 71 |
+
"urban_or_building_features_in_chip": 1
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": false,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 0
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 0.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.0
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.02.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.05, urban signal 0.0, health-facility signal 0.0, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 0, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0048_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0048_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.61796989200952,
|
| 17 |
+
-25.042088019719714,
|
| 18 |
+
32.66759239264062,
|
| 19 |
+
-24.997121939423778
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.64278114232507,
|
| 23 |
+
"lat": -25.019604979571746
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 15,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.44,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
33
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0048_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.61796989200952,
|
| 53 |
+
-25.042088019719714,
|
| 54 |
+
32.66759239264062,
|
| 55 |
+
-24.997121939423778
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.44
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 1.6394,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 292
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 7
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 7.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.25
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.02.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.16, urban signal 0.06, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 7, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0049_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0049_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.844591487913405,
|
| 17 |
+
-25.283543400295475,
|
| 18 |
+
32.894312223760835,
|
| 19 |
+
-25.23857731999954
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.86945185583712,
|
| 23 |
+
"lat": -25.261060360147507
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 6,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.38,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
24
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0049_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.844591487913405,
|
| 53 |
+
-25.283543400295475,
|
| 54 |
+
32.894312223760835,
|
| 55 |
+
-25.23857731999954
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.38
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6637,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 6
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": true,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 29
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 29.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.06
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.27, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 29, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|
targets/manhica_malaria/manhica_malaria_s0050_label_positive_jitter_risk_tile.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
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|
| 1 |
+
{
|
| 2 |
+
"schema_version": "vectoros-risk-tile-v0.2",
|
| 3 |
+
"risk_tile_id": "manhica_malaria_s0050_label_positive_jitter",
|
| 4 |
+
"run_id": "vectoros_vector_100k_simsat_20260506",
|
| 5 |
+
"generated_at": "2026-05-06T00:00:00Z",
|
| 6 |
+
"disease_module": "mosquito_anopheles_malaria",
|
| 7 |
+
"disease_targets": [
|
| 8 |
+
"malaria",
|
| 9 |
+
"Anopheles mosquito habitat"
|
| 10 |
+
],
|
| 11 |
+
"aoi": {
|
| 12 |
+
"aoi_id": "manhica_malaria",
|
| 13 |
+
"admin0": "Mozambique",
|
| 14 |
+
"name": "Manhica District, Mozambique",
|
| 15 |
+
"bbox": [
|
| 16 |
+
32.83204451541316,
|
| 17 |
+
-25.26695890236354,
|
| 18 |
+
32.88175846322713,
|
| 19 |
+
-25.221992822067605
|
| 20 |
+
],
|
| 21 |
+
"centroid": {
|
| 22 |
+
"lon": 32.856901489320144,
|
| 23 |
+
"lat": -25.244475862215573
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"time_window": {
|
| 27 |
+
"start_date": "2025-12-31",
|
| 28 |
+
"end_date": "2025-12-31",
|
| 29 |
+
"lag_days_used": [
|
| 30 |
+
7,
|
| 31 |
+
14,
|
| 32 |
+
21
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"risk": {
|
| 36 |
+
"score": 3,
|
| 37 |
+
"class": "low",
|
| 38 |
+
"confidence": 0.37,
|
| 39 |
+
"trend_vs_previous_period": "unknown",
|
| 40 |
+
"uncertainty_interval": [
|
| 41 |
+
0,
|
| 42 |
+
21
|
| 43 |
+
],
|
| 44 |
+
"calibration_model_version": "weak_rule_seed_v0.2"
|
| 45 |
+
},
|
| 46 |
+
"hazards": [
|
| 47 |
+
{
|
| 48 |
+
"hazard_id": "manhica_malaria_s0050_label_positive_jitter_hazard_001",
|
| 49 |
+
"type": "anopheles_habitat_proxy",
|
| 50 |
+
"geometry_ref": "chip_bbox",
|
| 51 |
+
"bbox": [
|
| 52 |
+
32.83204451541316,
|
| 53 |
+
-25.26695890236354,
|
| 54 |
+
32.88175846322713,
|
| 55 |
+
-25.221992822067605
|
| 56 |
+
],
|
| 57 |
+
"evidence_layers": [
|
| 58 |
+
"MAP/GBIF labels",
|
| 59 |
+
"waterway context",
|
| 60 |
+
"rainfall",
|
| 61 |
+
"settlement/exposure context"
|
| 62 |
+
],
|
| 63 |
+
"confidence": 0.37
|
| 64 |
+
}
|
| 65 |
+
],
|
| 66 |
+
"exposure": {
|
| 67 |
+
"population_signal_p90": 2.6451,
|
| 68 |
+
"health_facilities_in_chip": 1,
|
| 69 |
+
"schools_or_waterpoints_in_chip": 0,
|
| 70 |
+
"waterway_features_in_chip": 0,
|
| 71 |
+
"urban_or_building_features_in_chip": 5
|
| 72 |
+
},
|
| 73 |
+
"signals": {
|
| 74 |
+
"visual_packet": {
|
| 75 |
+
"source": "VectorOS SimSat Sentinel-2 + Mapbox + open-layer evidence packet",
|
| 76 |
+
"panel_order": [
|
| 77 |
+
"top_left: SimSat Sentinel-2 true-color RGB",
|
| 78 |
+
"top_right: SimSat Sentinel-2 false color NIR-red-green",
|
| 79 |
+
"bottom_left: Mapbox satellite context",
|
| 80 |
+
"bottom_right: aligned evidence overlay from ESA WorldCover, JRC water, CHIRPS rainfall, WorldPop, OSM, and weak labels"
|
| 81 |
+
],
|
| 82 |
+
"quality": "real_imagery_plus_derived_environmental_context"
|
| 83 |
+
},
|
| 84 |
+
"climate": {
|
| 85 |
+
"rainfall_chirps_mean_mm": 0.0,
|
| 86 |
+
"rainfall_chirps_p90_mm": 0.0
|
| 87 |
+
},
|
| 88 |
+
"hydrology": {
|
| 89 |
+
"jrc_occurrence_mean_percent": 0.0,
|
| 90 |
+
"jrc_seasonality_mean_months": 0.0
|
| 91 |
+
},
|
| 92 |
+
"health_surveillance": {
|
| 93 |
+
"case_signal_available": false,
|
| 94 |
+
"source": "Malaria Atlas Project + GBIF",
|
| 95 |
+
"spatial_precision": "tile_or_aoi_weak"
|
| 96 |
+
},
|
| 97 |
+
"entomology_or_host": {
|
| 98 |
+
"observation_available": true,
|
| 99 |
+
"source": "MAP malaria survey and GBIF Anopheles occurrence",
|
| 100 |
+
"count_in_chip": 28
|
| 101 |
+
}
|
| 102 |
+
},
|
| 103 |
+
"rationale": [
|
| 104 |
+
{
|
| 105 |
+
"claim": "Weak label signal: MAP malaria survey and GBIF Anopheles occurrence count is 28.",
|
| 106 |
+
"evidence_layer": "label_count_features",
|
| 107 |
+
"evidence_ref": "numeric_features.label_counts",
|
| 108 |
+
"confidence": 0.01
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"claim": "Environmental context includes JRC occurrence mean 0.0 percent, rainfall signal 0.0, and OSM water-context signal 0.01.",
|
| 112 |
+
"evidence_layer": "JRC_GSW_CHIRPS_OSM",
|
| 113 |
+
"evidence_ref": "numeric_features.raster_stats_and_osm_counts",
|
| 114 |
+
"confidence": 0.58
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"claim": "Exposure context includes population signal 0.26, urban signal 0.0, health-facility signal 0.01, and school/waterpoint signal 0.0.",
|
| 118 |
+
"evidence_layer": "WorldPop_OSM",
|
| 119 |
+
"evidence_ref": "numeric_features.population_and_osm_counts",
|
| 120 |
+
"confidence": 0.55
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"recommended_actions": [
|
| 124 |
+
{
|
| 125 |
+
"action_type": "vector_trap_priority",
|
| 126 |
+
"description": "Prioritize malaria habitat or vector-survey follow-up only after local health-team review; label count 28, weak risk class low.",
|
| 127 |
+
"priority": "low",
|
| 128 |
+
"requires_human_approval": true
|
| 129 |
+
}
|
| 130 |
+
],
|
| 131 |
+
"limitations": [
|
| 132 |
+
"This is a weak-supervision training target, not a calibrated disease forecast.",
|
| 133 |
+
"GBIF and MAP labels are presence/survey-biased and do not prove absence where no records are present.",
|
| 134 |
+
"This scalable packet includes SimSat Sentinel-2 imagery, Mapbox satellite imagery, and open environmental/exposure layers for visual grounding."
|
| 135 |
+
],
|
| 136 |
+
"audit": {
|
| 137 |
+
"model_versions": {
|
| 138 |
+
"target_generator": "scripts/build_vector_100k_dataset.py"
|
| 139 |
+
},
|
| 140 |
+
"data_versions": {
|
| 141 |
+
"source": "SimSat Sentinel-2, Mapbox satellite imagery, data/raw AOI crops, and normalized feature extracts"
|
| 142 |
+
},
|
| 143 |
+
"prompt_version": "vectoros-100k-simsat-sft-v0.1",
|
| 144 |
+
"human_review_status": "unreviewed"
|
| 145 |
+
}
|
| 146 |
+
}
|