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metadata
language: en
license: mit
pretty_name: Clinical Necessity vs Noise Classification
task_categories:
  - text-classification
  - multiple-choice
tags:
  - clinical
  - triage
  - patient-safety
  - overtesting
  - overtreatment
  - medical-ai-evaluation
size_categories:
  - n<1K

Clinical Necessity vs Noise Classification

Purpose
Identify the single necessary clinical action and suppress noise actions.

Input

  • patient_summary
  • candidate_actions

Output
Return only the necessary action.

What this tests

  • Prioritization
  • Avoidance of unnecessary intervention
  • Clinical signal detection
  • Safe minimal decision making

Scoring

  • Exact match accuracy
  • Token similarity
  • Combined final score

Run scoring

python scorer.py --predictions predictions.jsonl --test_csv data/test.csv