Classifying Unstructured Text in Electronic Health Records for Mental Health Prediction Models: Large Language Model Evaluation Study - Cardamone, Nicholas C; Olfson, Mark; Schmutte, Timothy; Ungar, Lyle; Liu, Tony; Cullen, Sara W; Williams, Nathaniel J; Marcus, Steven C (JMIR medical informatics, 2025)
Keywords: AI Language Models in Health Care; Anxiety; Artificial intelligence; Chronic fatigue syndrome; Classification; Data warehouses; Datasets; Decision Support for Health Professionals; Diagnostic Tools in Mental Health; Disease; Eating disorders; Electronic Health Records; Electronic Health Records - statistics & numerical data; Emergency Service, Hospital; Emotional disorders; Humans; Impulsivity; Large Language Models; Machine Learning; Medical coding; Mental disorders; Mental Disorders - diagnosis; Mental Health; Methods and New Tools in Mental Health Research; Mood disorders; Multimedia; Natural Language Processing; New Technologies; Original Paper; Personality disorders; Psychosis; Reconciliation; Review boards; Self destructive behavior; United States; United States; natural language processing; mental health; AI; mental health disorder; LLM; emergency department; large language model; machine learning; EHR; EHR system; artificial intelligence; NLP; physical health; ChatGPT; predictive modeling; health informatics; text; dataset; electronic health record; ML