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metadata
license: mit
language:
  - en
task_categories:
  - text-classification
tags:
  - clarus
  - clinical
  - quad-coupling
  - population-shift
  - protocol-deviation
  - site-variance
  - endpoint-fragility
pretty_name: >-
  Clinical Quad Population Shift Protocol Deviation Site Variance Endpoint
  Fragility v0.2

Clinical Quad Population Shift Protocol Deviation Site Variance Endpoint Fragility v0.2

What this dataset does

It tests whether a model can detect when clinical trial endpoints lose credibility under quad coupling.

Quad nodes

  • population_shift
  • protocol_deviation_rate
  • site_variance_level
  • endpoint_fragility

Labels

0 coherent

  • Stable population
  • Low deviations
  • Low site variance
  • Endpoint robust

1 tradeoff

  • Some drift exists
  • Endpoint still usable
  • Risk is present but not terminal

2 collapse

  • Endpoint credibility breaks
  • Drift becomes structural
  • Site or deviation pressure overwhelms interpretation

What changed in v0.2

  • Version bumped to make scorer changes visible
  • New scorer with validation and id-based matching
  • Confusion and error sampling added
  • Risk score and rule_pred diagnostics added

Files

data/train.csv
data/test.csv
scorer.py

Run scoring

python scorer.py --preds_csv predictions.csv --gold_csv data/test.csv