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Embracing the Future of Medical Education With Large Language Model–Based Virtual Patients: Scoping Review

Embracing the Future of Medical Education With Large Language Model–Based Virtual Patients: Scoping Review

Before formally determining the inclusion or exclusion of literature, 3 researchers (JZ, SL, and Xin Liu) randomly selected 30 studies for an initial screening to assess the reliability of the screening process. The final calculated Cohen κ value was 0.89, indicating high consistency, and no adjustments were made to the inclusion or exclusion criteria or the researchers involved. In the formal independent screening process, any disagreements were ultimately resolved through intervention by SS.

Jianwen Zeng, Wenhao Qi, Shiying Shen, Xin Liu, Sixie Li, Bing Wang, Chaoqun Dong, Xiaohong Zhu, Yankai Shi, Xiajing Lou, Bingsheng Wang, Jiani Yao, Guowei Jiang, Qiong Zhang, Shihua Cao

J Med Internet Res 2025;27:e79091