Clinical Trial Eligibility Criterion

Clinical trial eligibility criteria, the rules defining participant suitability, are a critical bottleneck in research, impacting recruitment speed and trial success. Current research focuses on automating the process of identifying eligible patients using natural language processing (NLP) techniques, employing deep learning models like transformers and incorporating knowledge bases such as the Unified Medical Language System (UMLS) to improve accuracy and efficiency. These advancements aim to streamline patient recruitment, reduce costs, and ultimately accelerate the development and implementation of new medical treatments.