Automated risk scoring for venous thromboembolism using large language models with expert knowledge-augmented prompting: a multicenter validation study.

Ma J, Wang D, Zhang Y, Chen Z, Zhen K, Li M, Li J, Shi Y, Zhang X, Liang R, Xu F, Ma S, Chen J, Lyu Y, Yang Y, Cheng Z, Guo Y, Xia L, Wang W, Liu B, Jia C, Zhang S, Gao Q, Zhang Y, Zhang Z, Xie W, Fan G, Wang S, Zhai Z

Open source

DOI: 10.1038/s41746-026-02929-3
Published: 2026 Jul 9
Container: NPJ digital medicine
Publisher: Not recorded
Open access: no

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

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Cite this work

BibTeX

@article{allodium:10.1038/s41746-026-02929-3,
  title = {Automated risk scoring for venous thromboembolism using large language models with expert knowledge-augmented prompting: a multicenter validation study.},
  author = {Ma J and Wang D and Zhang Y and Chen Z and Zhen K and Li M and Li J and Shi Y and Zhang X and Liang R and Xu F and Ma S and Chen J and Lyu Y and Yang Y and Cheng Z and Guo Y and Xia L and Wang W and Liu B and Jia C and Zhang S and Gao Q and Zhang Y and Zhang Z and Xie W and Fan G and Wang S and Zhai Z},
  year = {2026},
  journal = {NPJ digital medicine},
  doi = {10.1038/s41746-026-02929-3},
  url = {https://doi.org/10.1038/s41746-026-02929-3}
}

RIS

TY  - JOUR
TI  - Automated risk scoring for venous thromboembolism using large language models with expert knowledge-augmented prompting: a multicenter validation study.
AU  - Ma J
AU  - Wang D
AU  - Zhang Y
AU  - Chen Z
AU  - Zhen K
AU  - Li M
AU  - Li J
AU  - Shi Y
AU  - Zhang X
AU  - Liang R
AU  - Xu F
AU  - Ma S
AU  - Chen J
AU  - Lyu Y
AU  - Yang Y
AU  - Cheng Z
AU  - Guo Y
AU  - Xia L
AU  - Wang W
AU  - Liu B
AU  - Jia C
AU  - Zhang S
AU  - Gao Q
AU  - Zhang Y
AU  - Zhang Z
AU  - Xie W
AU  - Fan G
AU  - Wang S
AU  - Zhai Z
PY  - 2026
JO  - NPJ digital medicine
DO  - 10.1038/s41746-026-02929-3
UR  - https://doi.org/10.1038/s41746-026-02929-3
ER  -

APA

J, M., D, W., Y, Z., Z, C., K, Z., M, L., J, L., Y, S., X, Z., R, L., F, X., S, M., J, C., Y, L., Y, Y., Z, C., Y, G., L, X., W, W., B, L., C, J., S, Z., Q, G., Y, Z., Z, Z., W, X., G, F., S, W., & Z, Z. (2026). Automated risk scoring for venous thromboembolism using large language models with expert knowledge-augmented prompting: a multicenter validation study.. NPJ digital medicine. https://doi.org/10.1038/s41746-026-02929-3

Source records

pubmed · retrieved 2026-09-26T05:32:12.513Z
europe-pmc · retrieved 2026-09-26T05:32:12.525Z