J. Vo

Beyond ICD Codes: Fine-Tuning LLMs for In-Hospital Cardiac Arrest Identification from EHR Notes

Large language model (LLM)-based systems that incorporated physician-defined clinical knowledge through guideline-enriched prompting, supervised fine-tuning, and a self-correction procedure enabled accurate identification of IHCA events and locations from routine clinical documentation.