id stringclasses 6
values | prompt stringclasses 6
values | gold_json stringclasses 5
values | reference_notes stringclasses 6
values | __index_level_0__ stringclasses 6
values |
|---|---|---|---|---|
Quad adjudication analysis. Cardiovascular outcomes trial. Endpoint committee reclassifies 7 MI events to unstable angina at one site cluster. Source ECG uploads delayed 4 days. Conmed antiplatelet changes undocumented in 18%. Governance: interim efficacy analysis in 3 weeks. Determine adjudication drift risk and actio... | {"adjudication_drift_risk":true,"risk_type":"endpoint_reclassification_cluster","driver_nodes":["site-level reclassification cluster","ECG upload delay","missing antiplatelet documentation","imminent interim analysis"],"recommended_action":"reconcile_source_and_conmed","action_detail":["retrieve delayed ECGs","capture ... | confidence":0.87} | Cluster drift. | ADJ-001 |
Quad adjudication analysis. Oncology trial. 12 progression events downgraded after central review. Imaging source files missing in 15%. Query backlog open 140. Governance: sponsor milestone tied to response rate. Determine risk and action. JSON only. | {"adjudication_drift_risk":true,"risk_type":"progression_downgrade_pressure","driver_nodes":["multiple progression downgrades","missing imaging files","query backlog","milestone pressure"],"recommended_action":"imaging_and_query_clearance","action_detail":["obtain missing imaging","clear adjudication queries","audit do... | confidence":0.85} | Milestone pressure. | ADJ-002 |
Quad adjudication analysis. Neurology trial. Seizure endpoints reclassified at high-enrolling sites. EEG uploads delayed. Conmed antiepileptic dose changes undocumented. Governance: DSMB review in 2 weeks. Determine risk and action. JSON only. | {"adjudication_drift_risk":true,"risk_type":"classification_bias_under_speed","driver_nodes":["reclassification at fast sites","EEG upload delay","missing antiepileptic dose data","DSMB timing"],"recommended_action":"dose_and_source_verification","action_detail":["capture dose adjustments","retrieve EEG data","reassess... | confidence":0.84} | Speed bias. | ADJ-003 |
Quad adjudication analysis. Pulmonary trial. Exacerbation events downgraded after sponsor query. Source spirometry logs incomplete. Monitoring visit delayed. Governance: regulatory briefing next month. Determine risk and action. JSON only. | {"adjudication_drift_risk":true,"risk_type":"sponsor_query_influence","driver_nodes":["event downgrades post-query","incomplete spirometry logs","monitoring delay","regulatory briefing timeline"],"recommended_action":"independent_re_review","action_detail":["complete spirometry logs","conduct independent re-review","re... | confidence":0.86} | Sponsor influence. | ADJ-004 |
Quad adjudication analysis. Metabolic trial. Hypoglycemia severity levels regraded at two sites. CGM uploads delayed 3 days. Insulin timing undocumented in 22%. Governance: interim look approaching. Determine risk and action. JSON only. | {"adjudication_drift_risk":true,"risk_type":"severity_regrading_confound","driver_nodes":["severity regrading cluster","CGM upload delay","missing insulin timing","imminent interim look"],"recommended_action":"timing_and_data_reconciliation","action_detail":["document insulin timing","recover CGM uploads","re-evaluate ... | confidence":0.88} | Timing confound. | ADJ-005 |
Quad adjudication analysis. Vaccine trial. Serious AE classification changed from related to unrelated at cluster sites. Lot tracking incomplete. AE narrative fields missing 10%. Governance: regulator inquiry pending. Determine risk and action. JSON only. | {"adjudication_drift_risk":true,"risk_type":"relatedness_reclassification_cluster","driver_nodes":["relatedness downgrades cluster","incomplete lot tracking","missing AE narratives","regulator inquiry"],"recommended_action":"traceability_and_narrative_completion","action_detail":["complete lot tracking","finish AE narr... | confidence":0.87} | Relatedness node. | ADJ-006 |
Clarus Clinical Quad Coupling Adjudication Drift Endpoint Reclassification Timing Pressure v0.1
What this dataset is
This dataset tests whether a model can detect endpoint adjudication drift driven by four interacting nodes.
Quad coupling nodes
- Clustered endpoint reclassification
- Source data delay or missing uploads
- Exposure or dose documentation gaps
- Governance or interim analysis pressure
Input
- One vignette
Output
Return strict JSON only.
Required output JSON keys
- adjudication_drift_risk
- risk_type
- driver_nodes
- recommended_action
- action_detail
- rationale
- confidence
Files
- data/train.csv
- data/test.csv
- scorer.py
Scoring
- Required key presence
- Risk classification
- Risk type match
- Driver node overlap
- Recommended action match
- Action detail completeness
- Rationale length
- Confidence within 0 to 1
Run scoring
Create JSONL
{"id":"ADJ-T01","output":"{...your json...}"}
Run
python scorer.py --gold_csv data/test.csv --preds_jsonl your_outputs.jsonl
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