A generalizable eye disease detection method based on Zero-Shot Learning.

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Title: A generalizable eye disease detection method based on Zero-Shot Learning.
Authors: Pan C; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China., Wang Y; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China., Jiang Y; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China., Su Y; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China., Liao M; School of Computer Science and Technology, University of Xinjiang, Xinjiang, China., Lu Y; School of Nursing, Peking University, Beijing, China., Li W; School of Life Sciences, Sichuan University, Chengdu, China., Huang Y; Department of Mathematics, Shanghai University, Shanghai, China., Luo Y; First Clinic School, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China., Zhang X; School of Nursing, Peking University, Beijing, China., Qi H; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China. hgqi@ucas.ac.cn., Gao W; School of Electronics Engineering and Computer Science, Peking University, Beijing, China. wgao@ict.ac.cn.
Source: Communications medicine [Commun Med (Lond)] 2026 Mar 12; Vol. 6 (1). Date of Electronic Publication: 2026 Mar 12.
Publication Type: Journal Article
Journal Info: Publisher: Nature Portfolio Country of Publication: England NLM ID: 9918250414506676 Publication Model: Electronic Cited Medium: Internet ISSN: 2730-664X (Electronic) Linking ISSN: 2730664X NLM ISO Abbreviation: Commun Med (Lond) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: A generalizable eye disease detection method based on Zero-Shot Learning.
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  Data: <searchLink fieldCode="AU" term="%22Pan+C%22">Pan C</searchLink>; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Jiang+Y%22">Jiang Y</searchLink>; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Su+Y%22">Su Y</searchLink>; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Liao+M%22">Liao M</searchLink>; School of Computer Science and Technology, University of Xinjiang, Xinjiang, China.<br /><searchLink fieldCode="AU" term="%22Lu+Y%22">Lu Y</searchLink>; School of Nursing, Peking University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Li+W%22">Li W</searchLink>; School of Life Sciences, Sichuan University, Chengdu, China.<br /><searchLink fieldCode="AU" term="%22Huang+Y%22">Huang Y</searchLink>; Department of Mathematics, Shanghai University, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Luo+Y%22">Luo Y</searchLink>; First Clinic School, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; School of Nursing, Peking University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Qi+H%22">Qi H</searchLink>; School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China. hgqi@ucas.ac.cn.<br /><searchLink fieldCode="AU" term="%22Gao+W%22">Gao W</searchLink>; School of Electronics Engineering and Computer Science, Peking University, Beijing, China. wgao@ict.ac.cn.
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  Data: <searchLink fieldCode="JN" term="%229918250414506676%22">Communications medicine</searchLink> [Commun Med (Lond)] 2026 Mar 12; Vol. 6 (1). <i>Date of Electronic Publication: </i>2026 Mar 12.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Portfolio%22">Nature Portfolio </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9918250414506676 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2730-664X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222730664X%22">2730664X </searchLink><i>NLM ISO Abbreviation: </i>Commun Med (Lond) <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1038/s43856-026-01439-3
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              Text: 2026 Mar 12
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