A statistical framework for evaluating the repeatability and reproducibility of large language models

Cathy Shyr, Boyu Ren, Chih-Yuan Hsu, Minh-Ha Nguyen, Mike Enger, Chao Yan, Rory J Tinker, Thomas A Cassini, Rizwan Hamid, Adam Wright, Lisa Bastarache, Josh F Peterson, Bradley A Malin, Hua Xu, Unknown

Open source

DOI
10.1093/jamia/ocag186
Published
2026-11-05
Container
Journal of the American Medical Informatics Association
Publisher
Oxford University Press (OUP)
Open access
unknown

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BibTeX

@article{allodium:10.1093/jamia/ocag186,
  title = {A statistical framework for evaluating the repeatability and reproducibility of large language models},
  author = {Cathy Shyr and Boyu Ren and Chih-Yuan Hsu and Minh-Ha Nguyen and Mike Enger and Chao Yan and Rory J Tinker and Thomas A Cassini and Rizwan Hamid and Adam Wright and Lisa Bastarache and Josh F Peterson and Bradley A Malin and Hua Xu and Unknown},
  year = {2026},
  journal = {Journal of the American Medical Informatics Association},
  doi = {10.1093/jamia/ocag186},
  url = {https://doi.org/10.1093/jamia/ocag186}
}

RIS

TY  - JOUR
TI  - A statistical framework for evaluating the repeatability and reproducibility of large language models
AU  - Cathy Shyr
AU  - Boyu Ren
AU  - Chih-Yuan Hsu
AU  - Minh-Ha Nguyen
AU  - Mike Enger
AU  - Chao Yan
AU  - Rory J Tinker
AU  - Thomas A Cassini
AU  - Rizwan Hamid
AU  - Adam Wright
AU  - Lisa Bastarache
AU  - Josh F Peterson
AU  - Bradley A Malin
AU  - Hua Xu
AU  - Unknown
PY  - 2026
JO  - Journal of the American Medical Informatics Association
DO  - 10.1093/jamia/ocag186
UR  - https://doi.org/10.1093/jamia/ocag186
ER  - 

APA

Shyr, C., Ren, B., Hsu, C., Nguyen, M., Enger, M., Yan, C., Tinker, R. J., Cassini, T. A., Hamid, R., Wright, A., Bastarache, L., Peterson, J. F., Malin, B. A., Xu, H., & Unknown (2026). A statistical framework for evaluating the repeatability and reproducibility of large language models. Journal of the American Medical Informatics Association. https://doi.org/10.1093/jamia/ocag186

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