Effect of Large Language Model–Powered Virtual Standardized Patients on History-Taking Among Undergraduate Medical Students: Propensity-Matched Cohort Study

Yuchen He, Chen Chen, Rong Yin, Wuyang Zhang, Haoli Chang, Wei Yang, Fei Li, Xinhua Li, Zhuying Xia, Xiaoyun Xie, Jing Huang, Qiuming Zeng, Guang Yang, Jing Wu

Open source

DOI
10.2196/92486
Published
2026-09-09
Container
JMIR Medical Education
Publisher
JMIR Publications Inc.
Open access
unknown

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BibTeX

@article{allodium:10.2196/92486,
  title = {Effect of Large Language Model–Powered Virtual Standardized Patients on History-Taking Among Undergraduate Medical Students: Propensity-Matched Cohort Study},
  author = {Yuchen He and Chen Chen and Rong Yin and Wuyang Zhang and Haoli Chang and Wei Yang and Fei Li and Xinhua Li and Zhuying Xia and Xiaoyun Xie and Jing Huang and Qiuming Zeng and Guang Yang and Jing Wu},
  year = {2026},
  journal = {JMIR Medical Education},
  doi = {10.2196/92486},
  url = {https://doi.org/10.2196/92486}
}

RIS

TY  - JOUR
TI  - Effect of Large Language Model–Powered Virtual Standardized Patients on History-Taking Among Undergraduate Medical Students: Propensity-Matched Cohort Study
AU  - Yuchen He
AU  - Chen Chen
AU  - Rong Yin
AU  - Wuyang Zhang
AU  - Haoli Chang
AU  - Wei Yang
AU  - Fei Li
AU  - Xinhua Li
AU  - Zhuying Xia
AU  - Xiaoyun Xie
AU  - Jing Huang
AU  - Qiuming Zeng
AU  - Guang Yang
AU  - Jing Wu
PY  - 2026
JO  - JMIR Medical Education
DO  - 10.2196/92486
UR  - https://doi.org/10.2196/92486
ER  - 

APA

He, Y., Chen, C., Yin, R., Zhang, W., Chang, H., Yang, W., Li, F., Li, X., Xia, Z., Xie, X., Huang, J., Zeng, Q., Yang, G., & Wu, J. (2026). Effect of Large Language Model–Powered Virtual Standardized Patients on History-Taking Among Undergraduate Medical Students: Propensity-Matched Cohort Study. JMIR Medical Education. https://doi.org/10.2196/92486

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