Ming Xu

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

Background Anesthesiology trainees require repeated opportunities to practice perioperative crisis recognition, decision-making, communication and teamwork, which are central to crisis resource management (CRM) and non-technical skills. High-fidelity simulation supports these competencies but is resource intensive to d...