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README.md
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---
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language: en
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license: cc-by-4.0
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pretty_name: Clinical Necessity vs Noise Classification
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task_categories:
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- text-classification
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- decision-making
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tags:
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- clinical
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- triage
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- overtesting
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- overtreatment
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size_categories:
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- n<1K
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---
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Clinical Necessity vs Noise Classification
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Goal
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Detect the single necessary clinical action and ignore noise actions.
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Each case provides:
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- patient_summary
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- candidate_actions
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Model must output:
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- the necessary action only
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This tests:
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- prioritization
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- restraint
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- signal detection
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- avoidance of unnecessary intervention
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Scoring
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- exact match accuracy
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- semantic similarity
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- combined final score
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Run scoring
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python scorer.py --predictions predictions.jsonl --test_csv data/test.csv
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