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Artificial intelligence for automatic diagnosis and pleomorphic morphological characterization of malignant biliary strictures using digital cholangioscopy.

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Title: Artificial intelligence for automatic diagnosis and pleomorphic morphological characterization of malignant biliary strictures using digital cholangioscopy.
Authors: Mascarenhas M; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal. miguelmascarenhassaraiva@gmail.com.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal. miguelmascarenhassaraiva@gmail.com.; Faculty of Medicine, University of Porto, Porto, Portugal. miguelmascarenhassaraiva@gmail.com.; Gastroenterology Department Hospital de São João, Porto, 4200-427, Portugal. miguelmascarenhassaraiva@gmail.com., Almeida MJ; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal., González-Haba M; Department of Gastroenterology, Hospital Universitario Puerta de Hierro Majadahonda, C/Joaquín Rodrigo, Majadahonda, Madrid, 28220, Spain., Castillo BA; Department of Gastroenterology, Hospital Universitario Puerta de Hierro Majadahonda, C/Joaquín Rodrigo, Majadahonda, Madrid, 28220, Spain., Widmer J; Department of Gastroenterology, New York University Langone Hospital, New York, USA., Costa A; Department of Gastroenterology, Hospital Universitario Puerta de Hierro Majadahonda, C/Joaquín Rodrigo, Majadahonda, Madrid, 28220, Spain., Fazel Y; Department of Gastroenterology, New York University Langone Hospital, New York, USA., Ribeiro T; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Mendes F; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Martins M; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Afonso J; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Cardoso P; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Mota J; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal., Fernandes J; Department of Mechanical Engineering, Faculty of Engineering, University of Porto, Porto, Portugal., Ferreira J; Department of Mechanical Engineering, Faculty of Engineering, University of Porto, Porto, Portugal.; DigestAID-Digestive Artificial Intelligence Development, Rua Alfredo Allen n.o 455/461, Porto, 4200-135, Portugal., Boas FV; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Pereira P; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal., Macedo G; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.
Source: Scientific reports [Sci Rep] 2025 Feb 14; Vol. 15 (1), pp. 5447. Date of Electronic Publication: 2025 Feb 14.
Publication Type: Journal Article; Multicenter 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: Artificial intelligence for automatic diagnosis and pleomorphic morphological characterization of malignant biliary strictures using digital cholangioscopy.
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  Data: <searchLink fieldCode="AU" term="%22Mascarenhas+M%22">Mascarenhas M</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal. miguelmascarenhassaraiva@gmail.com.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal. miguelmascarenhassaraiva@gmail.com.; Faculty of Medicine, University of Porto, Porto, Portugal. miguelmascarenhassaraiva@gmail.com.; Gastroenterology Department Hospital de São João, Porto, 4200-427, Portugal. miguelmascarenhassaraiva@gmail.com.<br /><searchLink fieldCode="AU" term="%22Almeida+MJ%22">Almeida MJ</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22González-Haba+M%22">González-Haba M</searchLink>; Department of Gastroenterology, Hospital Universitario Puerta de Hierro Majadahonda, C/Joaquín Rodrigo, Majadahonda, Madrid, 28220, Spain.<br /><searchLink fieldCode="AU" term="%22Castillo+BA%22">Castillo BA</searchLink>; Department of Gastroenterology, Hospital Universitario Puerta de Hierro Majadahonda, C/Joaquín Rodrigo, Majadahonda, Madrid, 28220, Spain.<br /><searchLink fieldCode="AU" term="%22Widmer+J%22">Widmer J</searchLink>; Department of Gastroenterology, New York University Langone Hospital, New York, USA.<br /><searchLink fieldCode="AU" term="%22Costa+A%22">Costa A</searchLink>; Department of Gastroenterology, Hospital Universitario Puerta de Hierro Majadahonda, C/Joaquín Rodrigo, Majadahonda, Madrid, 28220, Spain.<br /><searchLink fieldCode="AU" term="%22Fazel+Y%22">Fazel Y</searchLink>; Department of Gastroenterology, New York University Langone Hospital, New York, USA.<br /><searchLink fieldCode="AU" term="%22Ribeiro+T%22">Ribeiro T</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Mendes+F%22">Mendes F</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Martins+M%22">Martins M</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Afonso+J%22">Afonso J</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Cardoso+P%22">Cardoso P</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Mota+J%22">Mota J</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Fernandes+J%22">Fernandes J</searchLink>; Department of Mechanical Engineering, Faculty of Engineering, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Ferreira+J%22">Ferreira J</searchLink>; Department of Mechanical Engineering, Faculty of Engineering, University of Porto, Porto, Portugal.; DigestAID-Digestive Artificial Intelligence Development, Rua Alfredo Allen n.o 455/461, Porto, 4200-135, Portugal.<br /><searchLink fieldCode="AU" term="%22Boas+FV%22">Boas FV</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Pereira+P%22">Pereira P</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Macedo+G%22">Macedo G</searchLink>; Department of Gastroenterology, Precision Medicine Unit, São João University Hospital, Porto, Portugal.; WGO Gastroenterology and Hepatology Training Center, Porto, Portugal.; Faculty of Medicine, University of Porto, Porto, Portugal.
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