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trial_id
string
site_id
string
month
int64
irb_cycle_days
int64
contracting_lag_days
int64
site_activation_delay_days
int64
activation_drift_index
float64
enrollment_target_n
int64
enrolled_n
int64
enrollment_shortfall_pct
int64
power_loss_z
float64
label_power_loss_next_90d
int64
TRIAL_ACT01
S01
1
28
35
20
0.18
40
38
5
0.2
0
TRIAL_ACT01
S01
3
32
40
25
0.22
80
74
8
0.3
0
TRIAL_ACT01
S02
6
45
55
40
0.35
120
98
18
0.6
0
TRIAL_ACT01
S02
9
60
70
55
0.55
160
120
25
1
1
TRIAL_ACT01
S03
12
75
85
70
0.7
200
140
30
1.3
1
TRIAL_ACT02
S01
2
26
34
18
0.16
40
39
3
0.2
0
TRIAL_ACT02
S02
5
40
50
35
0.3
100
86
14
0.5
0
TRIAL_ACT02
S03
8
58
66
52
0.52
150
112
25
0.9
1
TRIAL_ACT02
S03
11
72
82
68
0.68
190
132
31
1.2
1
TRIAL_ACT02
S04
4
34
42
28
0.24
70
64
9
0.3
0

Clinical Quad IRB Delay Contracting Lag Site Activation Drift Enrollment Shortfall v0.1

Each row is a site monthly snapshot.

Core quad

IRB delay
Contracting lag
Site activation drift
Enrollment shortfall

Target

label_power_loss_next_90d

Files

data/train.csv
data/tester.csv
scorer.py

Evaluation

Run model on data/tester.csv
Return predictions row aligned
Score with scorer.py

License

MIT

This dataset identifies a measurable coupling pattern associated with systemic instability. The sample demonstrates the geometry. Production-scale data determines operational exposure.

What Production Deployment Enables • 50K–1M row datasets calibrated to real operational patterns • Pair, triadic, and quad coupling analysis • Real-time coherence monitoring • Early warning before cascade events • Collapse surface and recovery window modeling • Integration and implementation support Small samples reveal structure. Scale reveals consequence.

Enterprise & Research Collaboration Clarus develops production-scale coherence monitoring infrastructure for critical systems across healthcare, finance, infrastructure, and regulatory domains. For dataset expansion, custom coherence scorers, or deployment architecture: team@clarusinvariant.com

Instability is detectable. Governance determines whether it propagates.

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