Jin-Ping Liu

AI-driven virtual standardized patients combined with scenario-based simulation in anesthesiology training: a randomized pilot study

A time-matched pathway in which AI-VSP practice replaced part of conventional case discussion while simulation and structured debriefing were retained was associated with better short-term performance on aligned anesthesiology crisis tasks, supporting the feasibility of this approach and suggesting potential benefits i...