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The application of pre-trained large visual-language models for preliminary diagnosis of esophageal whitish plaques in large-scale esophageal cancer screening

Crossref DOI link: https://doi.org/10.1038/s41698-026-01301-8

Published Online: 2026-01-28

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

Authors

Li, Yilin

Li, Xin

Zhang, Di

Zhu, Wenwen

Hu, Yuan

Zhao, Zijian

Zhao, Qi
Funding

Funding for this research was provided by:

the Natural Science Foundation of Shandong Province (ZR2022QH365)

the National Key Research and Development Program of China (2019YFB1311300)

the Medical Science and Technology Development Plan of Shandong Province (202003031362)

Taishan Scholars Project Special funding (tsqn202408016)
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Text and Data Mining valid from 2026-01-28

Version of Record valid from 2026-03-02
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Article History

Received: 10 June 2025

Accepted: 19 January 2026

First Online: 28 January 2026

Competing interests

: The authors declare no competing interests.

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