Development and Validation of a Large Language Model–Based System for Medical History-Taking Training: Prospective Multicase Study on Evaluation Stability, Human-AI Consistency, and Transparency

Yang Liu   ^{1 *} , MM ;   Chujun Shi   ^{1 *} , Prof Dr ;   Liping Wu   ¹ , Prof Dr ;   Xiule Lin   ¹ , MM ;   Xiaoqin Chen   ¹ , MM ;   Yiying Zhu   ¹ , MSc ;   Haizhu Tan   ^{2 *} , Prof Dr, MD ;   Weishan Zhang   ^{1 *} , MSc

¹ Medical Simulation Center, Shantou University Medical College, Shantou, China

² Department of Medical Physics and Informatics, Shantou University Medical College, Shantou, China

*these authors contributed equally