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JAMA Network Open· 2025Q1

Large Language Model Assistant for Emergency Department Discharge Documentation

Ji Woo Song, Junseong Park, Ji Hoon Kim, Seng Chan You

Short summary

An AI assistant fine-tuned on clinical data reduced emergency department (ED) discharge note completion time by over 50% (from a median of 69.5 to 32.0 seconds) while maintaining or improving documentation quality across completeness, correctness, conciseness, and clinical utility metrics.

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