Evaluating Large Language Model–Based Automated Scoring in a Voice-Based Virtual Standardized Patient Platform for Medical Students: Cross-Sectional Agreement Study

Xiaoxing Gao   ¹ , MD ;   Xiaoming Huang   ² , MD ;   Rongrong Hu   ³ , MD ;   Li Zhang   ⁴ , MD ;   Huiting Liu   ⁵ , MD ;   Bingqing Zhang   ² , MD ;   Chong Wei   ⁶ , MD ;   Wei Qiu   ⁷ , MD ;   Mengyu Zhang   ⁸ , MD ;   Xuefeng Sun   ^{1, 9} , MD

¹ Department of Pulmonary and Critical Care Medicine, Peking Union Medical College Hospital, Beijing, China

² Department of General Internal Medicine, Peking Union Medical College Hospital, Beijing, China

³ Department of Nephrology, Peking Union Medical College Hospital, Beijing, China

⁴ Department of Rheumatology, Peking Union Medical College Hospital, Beijing, China

⁵ Department of Infectious Disease, Peking Union Medical College Hospital, Beijing, China

⁶ Department of Haematology, Peking Union Medical College Hospital, Beijing, China

⁷ Department of Medical Oncology, Peking Union Medical College Hospital, Beijing, China

⁸ Department of Neurology, Peking Union Medical College Hospital, Beijing, China

⁹ Department of Internal Medicine, Peking Union Medical College Hospital, Beijing, China