Analysis Model for Infant Incubator Adverse Events Using Retrieval-Augmented Generation Combined With Dual-Adapter Fine-Tuning: Development and Evaluation Study.

Abstract

Infant incubator adverse events refer to various harmful incidents that occur during the normal use of marketed infant incubators and result in, or may result in, bodily harm. In recent years, however, the number of reported adverse events has continued to rise. This trend has made the monitoring of infant incubator adverse events time-consuming and labor-intensive when relying solely on manual processing by medical device adverse-event monitoring personnel. Meanwhile, general-purpose large lang