Development of a Liver Disease-Specific Large Language Model Chat Interface using Retrieval Augmented Generation.
Jin GeSteve SunJoseph OwensVictor GalvezOksana GologorskayaJennifer C LaiMark J PletcherKi LaiPublished in: medRxiv : the preprint server for health sciences (2023)
In this study, we demonstrated the ability to build disease-specific and PHI-compliant LLMs using RAG. While our LLM, LiVersa, demonstrated more specificity in answering questions related to clinical hepatology - there were some knowledge deficiencies due to limitations set by the number and types of documents used for RAG. The LiVersa prototype, however, is a proof of concept for utilizing RAG to customize LLMs for clinical uses and a potential strategy to realize personalized medicine in the future.