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

Xiaohua Wang, Aming Sang, Jing Zhang, Hexiao Tang, Yujia Liu, Zirui Zhao, Jinping Liu, Ming Xu, Xinyi Li

Open source

DOI: 10.3389/fmed.2026.1927674
Published: 2026-09-08
Container: Frontiers in Medicine
Publisher: Frontiers Media SA
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.3389/fmed.2026.1927674,
  title = {AI-driven virtual standardized patients combined with scenario-based simulation in anesthesiology training: a randomized pilot study},
  author = {Xiaohua Wang and Aming Sang and Jing Zhang and Hexiao Tang and Yujia Liu and Zirui Zhao and Jinping Liu and Ming Xu and Xinyi Li},
  year = {2026},
  journal = {Frontiers in Medicine},
  doi = {10.3389/fmed.2026.1927674},
  url = {https://doi.org/10.3389/fmed.2026.1927674}
}

RIS

TY  - JOUR
TI  - AI-driven virtual standardized patients combined with scenario-based simulation in anesthesiology training: a randomized pilot study
AU  - Xiaohua Wang
AU  - Aming Sang
AU  - Jing Zhang
AU  - Hexiao Tang
AU  - Yujia Liu
AU  - Zirui Zhao
AU  - Jinping Liu
AU  - Ming Xu
AU  - Xinyi Li
PY  - 2026
JO  - Frontiers in Medicine
DO  - 10.3389/fmed.2026.1927674
UR  - https://doi.org/10.3389/fmed.2026.1927674
ER  -

APA

Wang, X., Sang, A., Zhang, J., Tang, H., Liu, Y., Zhao, Z., Liu, J., Xu, M., & Li, X. (2026). AI-driven virtual standardized patients combined with scenario-based simulation in anesthesiology training: a randomized pilot study. Frontiers in Medicine. https://doi.org/10.3389/fmed.2026.1927674

Source records

crossref · retrieved 2026-09-25T09:35:22.105Z