Crossmark

Enabling doctor-centric medical AI with LLMs through workflow-aligned tasks and benchmarks

Crossref DOI link: https://doi.org/10.1038/s44401-025-00038-z

Published Online: 2025-11-25

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Xie, Wenya

Xiao, Qingying

Zheng, Yu

Wang, Xidong

Chen, Junying

Ji, Ke

Gao, Anningzhe

Tiwari, Prayag

Wan, Xiang

Jiang, Feng

Wang, Benyou
Funding

Funding for this research was provided by:

Shenzhen Science and Technology Innovation Program (JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002, JCYJ20220818103001002)

Shenzhen Doctoral Startup Funding (RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065, RCBS20221008093330065)

Tianyuan Fund for Mathematics of National Natural Science Foundation of China (12326608, 12326608, 12326608, 12326608, 12326608, 12326608, 12326608, 12326608, 12326608, 12326608, 12326608)

Shenzhen Science and Technology Program (Shenzhen Key Laboratory (ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006, ZDSYS20230626091302006)

Shenzhen Stability Science Program 2023
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Text and Data Mining valid from 2025-11-25

Version of Record valid from 2025-11-25
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Article History

Received: 28 May 2025

Accepted: 13 August 2025

First Online: 25 November 2025

Competing interests

: The authors declare no competing interests.

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