Benchmarking information extraction of physical activity from electronic health record with large language models: an natural language processing pipeline and comparative evaluation.

Yang H, Niu Z, Li M, Zhou H, Xiao Y, Zhou S, Zhan Z, Liu Y, Liu S, Tignanelli CJ, Melton GB, Zhang R

Open source

DOI
10.1093/jamia/ocag101
Published
2026 Jun 22
Container
Journal of the American Medical Informatics Association : JAMIA
Publisher
Not recorded
Open access
unknown

Credibility signals

limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1093/jamia/ocag101,
  title = {Benchmarking information extraction of physical activity from electronic health record with large language models: an natural language processing pipeline and comparative evaluation.},
  author = {Yang H and Niu Z and Li M and Zhou H and Xiao Y and Zhou S and Zhan Z and Liu Y and Liu S and Tignanelli CJ and Melton GB and Zhang R},
  year = {2026},
  journal = {Journal of the American Medical Informatics Association : JAMIA},
  doi = {10.1093/jamia/ocag101},
  url = {https://doi.org/10.1093/jamia/ocag101}
}

RIS

TY  - JOUR
TI  - Benchmarking information extraction of physical activity from electronic health record with large language models: an natural language processing pipeline and comparative evaluation.
AU  - Yang H
AU  - Niu Z
AU  - Li M
AU  - Zhou H
AU  - Xiao Y
AU  - Zhou S
AU  - Zhan Z
AU  - Liu Y
AU  - Liu S
AU  - Tignanelli CJ
AU  - Melton GB
AU  - Zhang R
PY  - 2026
JO  - Journal of the American Medical Informatics Association : JAMIA
DO  - 10.1093/jamia/ocag101
UR  - https://doi.org/10.1093/jamia/ocag101
ER  - 

APA

H, Y., Z, N., M, L., H, Z., Y, X., S, Z., Z, Z., Y, L., S, L., CJ, T., GB, M., & R, Z. (2026). Benchmarking information extraction of physical activity from electronic health record with large language models: an natural language processing pipeline and comparative evaluation.. Journal of the American Medical Informatics Association : JAMIA. https://doi.org/10.1093/jamia/ocag101

Source records