Large Language Models Facilitate the Generation of Electronic Health Record Phenotyping Algorithms.

Chao YanHenry H OngMonika E GrabowskaMatthew S KrantzWu-Chen SuAlyson L DicksonJosh F PetersonQiPing Feng Dan M RodenC Michael SteinVern Eric KerchbergerBradley A MalinWei-Qi Wei

Published in: medRxiv : the preprint server for health sciences (2024)

GPT versions 3.5 and 4 are capable of drafting phenotyping algorithms by identifying relevant clinical criteria aligned with a CDM. However, expertise in informatics and clinical experience is still required to assess and further refine generated algorithms.

Keyphrases

electronic health record
machine learning
deep learning
high throughput
clinical decision support
big data
artificial intelligence
autism spectrum disorder