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Federated learning in inflammatory bowel disease: The future of privacy-preserving Artificial Intelligence.

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Title: Federated learning in inflammatory bowel disease: The future of privacy-preserving Artificial Intelligence.
Authors: Puca P; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy. Electronic address: pierluigi.puca@unicatt.it., Lopetuso LR; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Department of Life Science, Health, and Health Professions, Link Campus University, Rome, Italy., Laterza L; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Papa A; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy., Danese S; Department of Gastroenterology and Digestive Endoscopy, IRCCS San Raffaele Hospital and Vita-Salute San Raffaele University, Milan, Italy., Cesario A; Real World Data Facility, Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Damiani A; Real World Data Facility, Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Gasbarrini A; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy., Arcuri G; Real World Data Facility, Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Scaldaferri F; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy.
Source: Best practice & research. Clinical gastroenterology [Best Pract Res Clin Gastroenterol] 2025 Sep; Vol. 78, pp. 102050. Date of Electronic Publication: 2025 Sep 06.
Publication Type: Journal Article; Review
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 101120605 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-1916 (Electronic) Linking ISSN: 15216918 NLM ISO Abbreviation: Best Pract Res Clin Gastroenterol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Federated learning in inflammatory bowel disease: The future of privacy-preserving Artificial Intelligence.
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  Data: <searchLink fieldCode="AU" term="%22Puca+P%22">Puca P</searchLink>; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy. Electronic address: pierluigi.puca@unicatt.it.<br /><searchLink fieldCode="AU" term="%22Lopetuso+LR%22">Lopetuso LR</searchLink>; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Department of Life Science, Health, and Health Professions, Link Campus University, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Laterza+L%22">Laterza L</searchLink>; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Papa+A%22">Papa A</searchLink>; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Danese+S%22">Danese S</searchLink>; Department of Gastroenterology and Digestive Endoscopy, IRCCS San Raffaele Hospital and Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Cesario+A%22">Cesario A</searchLink>; Real World Data Facility, Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Damiani+A%22">Damiani A</searchLink>; Real World Data Facility, Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Gasbarrini+A%22">Gasbarrini A</searchLink>; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Arcuri+G%22">Arcuri G</searchLink>; Real World Data Facility, Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Scaldaferri+F%22">Scaldaferri F</searchLink>; IBD Unit, CEMAD, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy; Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy.
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  Data: <searchLink fieldCode="JN" term="%22101120605%22">Best practice & research. Clinical gastroenterology</searchLink> [Best Pract Res Clin Gastroenterol] 2025 Sep; Vol. 78, pp. 102050. <i>Date of Electronic Publication: </i>2025 Sep 06.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>101120605 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1532-1916 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215216918%22">15216918 </searchLink><i>NLM ISO Abbreviation: </i>Best Pract Res Clin Gastroenterol <i>Subsets: </i>MEDLINE
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              Text: 2025 Sep
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