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Emergency Department Revisit Quality Review Screening: Exploring Human Decision-Making and AI Support

First seen · 9/10/2026, 12:37 AMLatest activity · 9/10/2026, 12:37 AM

Quality reviews for emergency department revisits frequently miss cases outside narrow 72-hour windows due to clinical review fatigue. In an exploratory evaluation of 99 diagnosis pairs from revisits within 1–14 days, baseline GPT-4 flagged 94% of cases for audit—far exceeding human clinicians. By channeling model outputs through a clinical knowledge graph algorithm, researchers achieved an 83–100% positive predictive value relative to physician consensus, demonstrating a viable way to expand review coverage without overwhelming hospital quality teams.

Event heat · last 24 hours

There are 4 persisted snapshots in the last 24 hours. Peak heat was 0 at 9/12, 20:00; latest heat is 0.

There are 4 persisted snapshots in the last 24 hours. Peak heat was 0 at 9/12, 20:00; latest heat is 0.10.509/12, 20:00, event heat 09/12, 23:00, event heat 09/13, 02:00, event heat 09/13, 05:00, event heat 024 hours agoNow
  1. 9/12, 20:00, event heat 0
  2. 9/12, 23:00, event heat 0
  3. 9/13, 02:00, event heat 0
  4. 9/13, 05:00, event heat 0

Reporting Timeline

  1. AggregatorarXiv9/10, 12:37 AMnot independentRepresentative
    Emergency Department Revisit Quality Review Screening: Exploring Human Decision-Making and AI Support