AI RESEARCH
Human-LLM Dialogue Improves Diagnostic Accuracy in Emergency Care
arXiv CS.AI
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ArXi:2605.08533v1 Announce Type: new Clinical decision-making in emergency medicine demands rapid, accurate diagnoses under uncertainty. Despite benchmark progress, evidence for LLMs as interactive aids in live physician workflows remains sparse. MedSyn lets physicians iteratively query an LLM provided with the full clinical record while initially viewing only the chief complaint. Seven physicians (three seniors, four residents) completed baseline and AI-assisted sessions across 52 MIMIC-IV cases stratified by difficulty.