risk detection
atc-conflict-detection-resolution-coherence-risk-v0.1What this repo is for
Detect when conflict resolution happens too late relative to detection.
Signals:
predicted time to conflict
resolution timing
separation margins
vectoring
altitude change
This predicts near-miss risk before separation loss.
clinical-quad-signal-detection-drift-ae-coding-variance-unblinding-risk-dsmb-decision-delay-v0.1
Clinical Quad: Signal Detection Drift × AE Coding Variance × Unblinding Risk × DSMB Decision Delay
This dataset targets safety governance collapse.
Signals weaken or shift.AE coding diverges across sites.Unblinding pressure rises.The DSMB response slows.
The quad can turn a manageable safety issue into a governance failure.
Variables
signal_detection_drift (low | medium | high)
ae_coding_variance (low | medium | high)
unblinding_risk (low | medium | high)… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-signal-detection-drift-ae-coding-variance-unblinding-risk-dsmb-decision-delay-v0.1.legal-expert-report-opinion-reliance-risk-detection-v0.1What this dataset does
You receive
agreement in principle summary
term sheet or email chain summary
recorded document summary
payment terms
release carveouts
confidentiality
costs and tax
authority execution
mismatch flags
You decide
coherent
or
incoherent
Daily use
stop settlement drafting mistakes
prevent enforcement disputes
prevent release scope errors
reduce negligence exposure
banking-fraud-detection-coherence-risk-v0.1What this repo is for
Detect when fraud systems drift out of balance.
Focus
flags vs confirmed fraud
false positives
missed fraud
Why it matters
Fraud models fail slowly, then suddenly.
clinical-iatrogenic-risk-detection-v0.1Clinical Iatrogenic Risk Detection v0.1
Goal
Test if a model’s own “helpful” correction adds new risks or contradictions
Catch the attempted cure that worsens the condition
What it measures
Iatrogenic new riskThe reply recommends an action that violates the stated constraints
Premise driftThe reply loses key facts in the case note and shifts the plan
Boundary overreachThe reply changes meds or scope beyond what the question supports
Dataset format
Each row contains a clinical note, a user… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-iatrogenic-risk-detection-v0.1.QAndA_Risk_Detection