Real-World Use and Expert-Guided Optimization of a Large Language Model–Based Pediatric Health Assistant: Retrospective Observational Study

Qiuhong Wei, Li Xiao, Xin Zhang, Hong Wei, Ruijue Wang, Suqiao Ou, Chao Zhang, Huarong Huo, Yu Peng, Lishen Liu, Ping Song, Ziyu Hua, Ximing Xu

Open source

DOI
10.2196/105346
Published
2026-11-04
Container
Journal of Medical Internet Research
Publisher
JMIR Publications Inc.
Open access
unknown

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BibTeX

@article{allodium:10.2196/105346,
  title = {Real-World Use and Expert-Guided Optimization of a Large Language Model–Based Pediatric Health Assistant: Retrospective Observational Study},
  author = {Qiuhong Wei and Li Xiao and Xin Zhang and Hong Wei and Ruijue Wang and Suqiao Ou and Chao Zhang and Huarong Huo and Yu Peng and Lishen Liu and Ping Song and Ziyu Hua and Ximing Xu},
  year = {2026},
  journal = {Journal of Medical Internet Research},
  doi = {10.2196/105346},
  url = {https://doi.org/10.2196/105346}
}

RIS

TY  - JOUR
TI  - Real-World Use and Expert-Guided Optimization of a Large Language Model–Based Pediatric Health Assistant: Retrospective Observational Study
AU  - Qiuhong Wei
AU  - Li Xiao
AU  - Xin Zhang
AU  - Hong Wei
AU  - Ruijue Wang
AU  - Suqiao Ou
AU  - Chao Zhang
AU  - Huarong Huo
AU  - Yu Peng
AU  - Lishen Liu
AU  - Ping Song
AU  - Ziyu Hua
AU  - Ximing Xu
PY  - 2026
JO  - Journal of Medical Internet Research
DO  - 10.2196/105346
UR  - https://doi.org/10.2196/105346
ER  - 

APA

Wei, Q., Xiao, L., Zhang, X., Wei, H., Wang, R., Ou, S., Zhang, C., Huo, H., Peng, Y., Liu, L., Song, P., Hua, Z., & Xu, X. (2026). Real-World Use and Expert-Guided Optimization of a Large Language Model–Based Pediatric Health Assistant: Retrospective Observational Study. Journal of Medical Internet Research. https://doi.org/10.2196/105346

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