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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+
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+ Clinical Necessity vs Noise Classification
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+
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+ Goal
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+ Detect the single necessary clinical action and ignore noise actions.
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+
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+ Each case provides:
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+
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+ - patient_summary
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+ - candidate_actions
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+
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+ Model must output:
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+
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+ - the necessary action only
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+
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+ This tests:
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+
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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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+
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+ Scoring
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+
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+ - exact match accuracy
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+ - semantic similarity
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+ - combined final score
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+
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+ Run scoring
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+
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+ python scorer.py --predictions predictions.jsonl --test_csv data/test.csv