Wei-Bing Zheng

Early evidence for a multi-agent AI simulator for clinical reasoning practice: performance, consistency, and challenges

Abstract Objectives Clinical reasoning develops through repeated, deliberate practice, yet clinical and simulation environments are often limited by continuity, feedback, and scalability constraints. Large language models (LLMs) may address this by generating virtual clinical encounters accessible without live instruct...