A clinical multimodal vision language foundation model with fine-grain explainability

Yang Bai, Haoran Cheng, Yang Zhou, Jun Zhou, Arun Thirunavukarasu, Yuhe Ke, Jie Yao, Kanae Fukutsu, Chrystie Wan Ning Quek, Ashley Shuen Ying Hong, Laura Gutierrez, Alessandro Berni, Zhen Ling Teo, Darren Shu Jeng Ting, Brian T. Soetikno, Christopher S. Nielsen, Tobias Elze, Zengxiang Li, Sumit Sharma, Nicholas Ruthmann, Le Dinh Linh, Hiok Hong Chan, Victor Koh, Marcus Tan, Kelvin Z. Li, Leonard Yip, Ching Yu Cheng, Yih Chung Tham, Gavin Siew Wei Tan, Leopold Schmetterer, Rae-Young Kim, Damon Wong, Marcus Ang, Rahat Hussain, Jodhbir S. Mehta, Tin Aung, Lionel Tim-Ee Cheng, Nguyen Tuan Anh Tran, Chee Leong Cheng, Tien Yin Wong, Darius M. Moshfeghi, Nan Liu, Iain Beehuat Tan, Soon Thye Lim, Eyal Klang, Tony Kiat Hon Lim, Rick Siow Mong Goh, Yong Liu, Daniel Shu Wei Ting

Open source

DOI: 10.1038/s41591-026-04655-5
Published: 2026-10-29
Container: Nature Medicine
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41591-026-04655-5,
  title = {A clinical multimodal vision language foundation model with fine-grain explainability},
  author = {Yang Bai and Haoran Cheng and Yang Zhou and Jun Zhou and Arun Thirunavukarasu and Yuhe Ke and Jie Yao and Kanae Fukutsu and Chrystie Wan Ning Quek and Ashley Shuen Ying Hong and Laura Gutierrez and Alessandro Berni and Zhen Ling Teo and Darren Shu Jeng Ting and Brian T. Soetikno and Christopher S. Nielsen and Tobias Elze and Zengxiang Li and Sumit Sharma and Nicholas Ruthmann and Le Dinh Linh and Hiok Hong Chan and Victor Koh and Marcus Tan and Kelvin Z. Li and Leonard Yip and Ching Yu Cheng and Yih Chung Tham and Gavin Siew Wei Tan and Leopold Schmetterer and Rae-Young Kim and Damon Wong and Marcus Ang and Rahat Hussain and Jodhbir S. Mehta and Tin Aung and Lionel Tim-Ee Cheng and Nguyen Tuan Anh Tran and Chee Leong Cheng and Tien Yin Wong and Darius M. Moshfeghi and Nan Liu and Iain Beehuat Tan and Soon Thye Lim and Eyal Klang and Tony Kiat Hon Lim and Rick Siow Mong Goh and Yong Liu and Daniel Shu Wei Ting},
  year = {2026},
  journal = {Nature Medicine},
  doi = {10.1038/s41591-026-04655-5},
  url = {https://doi.org/10.1038/s41591-026-04655-5}
}

RIS

TY  - JOUR
TI  - A clinical multimodal vision language foundation model with fine-grain explainability
AU  - Yang Bai
AU  - Haoran Cheng
AU  - Yang Zhou
AU  - Jun Zhou
AU  - Arun Thirunavukarasu
AU  - Yuhe Ke
AU  - Jie Yao
AU  - Kanae Fukutsu
AU  - Chrystie Wan Ning Quek
AU  - Ashley Shuen Ying Hong
AU  - Laura Gutierrez
AU  - Alessandro Berni
AU  - Zhen Ling Teo
AU  - Darren Shu Jeng Ting
AU  - Brian T. Soetikno
AU  - Christopher S. Nielsen
AU  - Tobias Elze
AU  - Zengxiang Li
AU  - Sumit Sharma
AU  - Nicholas Ruthmann
AU  - Le Dinh Linh
AU  - Hiok Hong Chan
AU  - Victor Koh
AU  - Marcus Tan
AU  - Kelvin Z. Li
AU  - Leonard Yip
AU  - Ching Yu Cheng
AU  - Yih Chung Tham
AU  - Gavin Siew Wei Tan
AU  - Leopold Schmetterer
AU  - Rae-Young Kim
AU  - Damon Wong
AU  - Marcus Ang
AU  - Rahat Hussain
AU  - Jodhbir S. Mehta
AU  - Tin Aung
AU  - Lionel Tim-Ee Cheng
AU  - Nguyen Tuan Anh Tran
AU  - Chee Leong Cheng
AU  - Tien Yin Wong
AU  - Darius M. Moshfeghi
AU  - Nan Liu
AU  - Iain Beehuat Tan
AU  - Soon Thye Lim
AU  - Eyal Klang
AU  - Tony Kiat Hon Lim
AU  - Rick Siow Mong Goh
AU  - Yong Liu
AU  - Daniel Shu Wei Ting
PY  - 2026
JO  - Nature Medicine
DO  - 10.1038/s41591-026-04655-5
UR  - https://doi.org/10.1038/s41591-026-04655-5
ER  -

APA

Bai, Y., Cheng, H., Zhou, Y., Zhou, J., Thirunavukarasu, A., Ke, Y., Yao, J., Fukutsu, K., Quek, C. W. N., Hong, A. S. Y., Gutierrez, L., Berni, A., Teo, Z. L., Ting, D. S. J., Soetikno, B. T., Nielsen, C. S., Elze, T., Li, Z., Sharma, S., Ruthmann, N., Linh, L. D., Chan, H. H., Koh, V., Tan, M., Li, K. Z., Yip, L., Cheng, C. Y., Tham, Y. C., Tan, G. S. W., Schmetterer, L., Kim, R., Wong, D., Ang, M., Hussain, R., Mehta, J. S., Aung, T., Cheng, L. T., Tran, N. T. A., Cheng, C. L., Wong, T. Y., Moshfeghi, D. M., Liu, N., Tan, I. B., Lim, S. T., Klang, E., Lim, T. K. H., Goh, R. S. M., Liu, Y., & Ting, D. S. W. (2026). A clinical multimodal vision language foundation model with fine-grain explainability. Nature Medicine. https://doi.org/10.1038/s41591-026-04655-5

Source records

crossref · retrieved 2026-11-10T11:21:15.979Z