{
  "model": "Production Final",
  "data": "S2 intent labels (120 surveys, 24K rows)",
  "features": 37,
  "schema": [
    "qdrant_cosine_score",
    "candidate_position",
    "candidate_citation_count",
    "candidate_log_citations",
    "candidate_influential_citations",
    "candidate_age_days",
    "candidate_recency_score",
    "query_citation_count",
    "query_age_days",
    "year_diff",
    "same_primary_category",
    "co_citation_count",
    "shared_author_count",
    "candidate_is_newer",
    "query_log_citations",
    "citation_count_ratio",
    "age_ratio",
    "candidate_citations_per_year",
    "query_num_references",
    "candidate_num_cited_by",
    "ewma_longterm_similarity",
    "ewma_shortterm_similarity",
    "ewma_negative_similarity",
    "cluster_importance",
    "cluster_distance_to_medoid",
    "is_suppressed_category",
    "onboarding_category_match",
    "user_total_saves",
    "user_total_dismissals",
    "user_days_since_last_save",
    "user_session_save_count",
    "cosine_x_recency",
    "cosine_x_citations",
    "category_x_recency",
    "cosine_x_cocitation",
    "position_inverse",
    "citations_x_recency"
  ],
  "metrics": {
    "ndcg@10": 0.8724902403503207,
    "hard_neg_auc": 0.8324859671364905,
    "mrr": 0.8925931811079508
  },
  "importance": [
    {
      "f": "age_ratio",
      "i": 1053.6638951301575
    },
    {
      "f": "candidate_influential_citations",
      "i": 853.9112592637539
    },
    {
      "f": "citation_count_ratio",
      "i": 777.1992387324572
    },
    {
      "f": "category_x_recency",
      "i": 772.3519948869944
    },
    {
      "f": "candidate_citation_count",
      "i": 689.87173807621
    },
    {
      "f": "co_citation_count",
      "i": 658.6190916001797
    },
    {
      "f": "query_num_references",
      "i": 657.2729227542877
    },
    {
      "f": "candidate_citations_per_year",
      "i": 628.2564663887024
    },
    {
      "f": "query_citation_count",
      "i": 594.5758807808161
    },
    {
      "f": "candidate_num_cited_by",
      "i": 543.4001540839672
    },
    {
      "f": "query_age_days",
      "i": 535.2554733157158
    },
    {
      "f": "citations_x_recency",
      "i": 518.0025953501463
    },
    {
      "f": "candidate_age_days",
      "i": 450.8389243930578
    },
    {
      "f": "candidate_recency_score",
      "i": 327.17947193980217
    },
    {
      "f": "year_diff",
      "i": 258.6191413253546
    }
  ],
  "production_ready": true,
  "deployment": "Replace reranker_v1.txt in app"
}