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Interpretable weakly-supervised learning through kernel density matrices: A digital pathology use case.

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Title: Interpretable weakly-supervised learning through kernel density matrices: A digital pathology use case.
Authors: Medina S; MindLab Research Group, Universidad Nacional de Colombia, Bogotá, Colombia.; The Wallace H. Coulter Department of Biomedical Engineering at Georgia Tech and Emory University, Atlanta, Georgia, United States of America., Romero E; Computer Imaging and Medical Applications Laboratory (CIM@LAB), Universidad Nacional de Colombia, Bogotá, Colombia., Cruz-Roa A; GITECX & AdaLab research groups, Universidad de los Llanos, Villavicencio, Colombia., González FA; MindLab Research Group, Universidad Nacional de Colombia, Bogotá, Colombia.
Source: PloS one [PLoS One] 2025 Nov 05; Vol. 20 (11), pp. e0335826. Date of Electronic Publication: 2025 Nov 05 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Medina+S%22">Medina S</searchLink>; MindLab Research Group, Universidad Nacional de Colombia, Bogotá, Colombia.; The Wallace H. Coulter Department of Biomedical Engineering at Georgia Tech and Emory University, Atlanta, Georgia, United States of America.<br /><searchLink fieldCode="AU" term="%22Romero+E%22">Romero E</searchLink>; Computer Imaging and Medical Applications Laboratory (CIM@LAB), Universidad Nacional de Colombia, Bogotá, Colombia.<br /><searchLink fieldCode="AU" term="%22Cruz-Roa+A%22">Cruz-Roa A</searchLink>; GITECX & AdaLab research groups, Universidad de los Llanos, Villavicencio, Colombia.<br /><searchLink fieldCode="AU" term="%22González+FA%22">González FA</searchLink>; MindLab Research Group, Universidad Nacional de Colombia, Bogotá, Colombia.
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