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Towards deep-learning based detection and quantification of intestinal metaplasia on digitized gastric biopsies: a multi-expert comparative study.

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Title: Towards deep-learning based detection and quantification of intestinal metaplasia on digitized gastric biopsies: a multi-expert comparative study.
Authors: Cano F; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia., Caviedes M; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia., Siabatto A; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia., Villarreal J; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia., Quijano J; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia., Bedoya-Urresta Á; Fundación Centro de Investigación de Enfermedades Digestivas y Nutricionales-CIEDYN, Pasto, Colombia., Bedoya MC; Fundación Centro de Investigación de Enfermedades Digestivas y Nutricionales-CIEDYN, Pasto, Colombia., Caicedo YY; Fundación Centro de Investigación de Enfermedades Digestivas y Nutricionales-CIEDYN, Pasto, Colombia., Cruz-Roa A; GITECX Research Group & Automatic Data-driven Analytics Laboratory-AdaLab, Universidad de los Llanos, Meta, Colombia., González FA; Machine Learning, Perception and Discovery Lab-Mindlab, Universidad Nacional de Colombia, Bogotá D.C., Colombia., Viswanath SE; Department of Biomedical Engineering, Case Western Reserve University, Cleveland, USA., Romero E; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia. edromero@unal.edu.co.
Source: Scientific reports [Sci Rep] 2026 Feb 26; Vol. 16 (1). Date of Electronic Publication: 2026 Feb 26.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Towards deep-learning based detection and quantification of intestinal metaplasia on digitized gastric biopsies: a multi-expert comparative study.
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  Data: <searchLink fieldCode="AU" term="%22Cano+F%22">Cano F</searchLink>; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia.<br /><searchLink fieldCode="AU" term="%22Caviedes+M%22">Caviedes M</searchLink>; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia.<br /><searchLink fieldCode="AU" term="%22Siabatto+A%22">Siabatto A</searchLink>; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia.<br /><searchLink fieldCode="AU" term="%22Villarreal+J%22">Villarreal J</searchLink>; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia.<br /><searchLink fieldCode="AU" term="%22Quijano+J%22">Quijano J</searchLink>; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia.<br /><searchLink fieldCode="AU" term="%22Bedoya-Urresta+Á%22">Bedoya-Urresta Á</searchLink>; Fundación Centro de Investigación de Enfermedades Digestivas y Nutricionales-CIEDYN, Pasto, Colombia.<br /><searchLink fieldCode="AU" term="%22Bedoya+MC%22">Bedoya MC</searchLink>; Fundación Centro de Investigación de Enfermedades Digestivas y Nutricionales-CIEDYN, Pasto, Colombia.<br /><searchLink fieldCode="AU" term="%22Caicedo+YY%22">Caicedo YY</searchLink>; Fundación Centro de Investigación de Enfermedades Digestivas y Nutricionales-CIEDYN, Pasto, Colombia.<br /><searchLink fieldCode="AU" term="%22Cruz-Roa+A%22">Cruz-Roa A</searchLink>; GITECX Research Group & Automatic Data-driven Analytics Laboratory-AdaLab, Universidad de los Llanos, Meta, Colombia.<br /><searchLink fieldCode="AU" term="%22González+FA%22">González FA</searchLink>; Machine Learning, Perception and Discovery Lab-Mindlab, Universidad Nacional de Colombia, Bogotá D.C., Colombia.<br /><searchLink fieldCode="AU" term="%22Viswanath+SE%22">Viswanath SE</searchLink>; Department of Biomedical Engineering, Case Western Reserve University, Cleveland, USA.<br /><searchLink fieldCode="AU" term="%22Romero+E%22">Romero E</searchLink>; Computer Imaging and Medical Applications Laboratory-Cim@lab, Universidad Nacional de Colombia, Bogotá D.C., Colombia. edromero@unal.edu.co.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Feb 26; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Feb 26.
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