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Personalized survival benefit estimation from living donor liver transplantation with a novel machine learning method for confounding adjustment.

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Title: Personalized survival benefit estimation from living donor liver transplantation with a novel machine learning method for confounding adjustment.
Authors: Gangadhar A; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada., Hasjim BJ; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Department of Surgery, University of California - Irvine, Orange, California, USA., Zhao X; McGill University Health Center, Montreal, Quebec, Canada., Sun Y; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada., Chon J; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada., Sidhu A; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada., Jaeckel E; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada., Selzner N; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada., Cattral MS; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Department of Surgery, University of Toronto, Toronto, ON, Canada., Sayed BA; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada., Brudno M; Department of Computer Science, University of Toronto, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada; Princess Margaret Cancer Center, University Health Network, Toronto, ON, Canada., McIntosh C; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada; Department of Computer Science, University of Toronto, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada; Joint Department of Medical Imaging, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada; Peter Munk Cardiac Center and Ted Rogers Centre for Heart Research, University Health Network, Toronto, ON, Canada., Bhat M; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada. Electronic address: Mamatha.Bhat@uhn.ca.
Source: Journal of hepatology [J Hepatol] 2025 Nov; Vol. 83 (5), pp. 1116-1127. Date of Electronic Publication: 2025 May 28.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 8503886 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1600-0641 (Electronic) Linking ISSN: 01688278 NLM ISO Abbreviation: J Hepatol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Gangadhar+A%22">Gangadhar A</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Hasjim+BJ%22">Hasjim BJ</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Department of Surgery, University of California - Irvine, Orange, California, USA.<br /><searchLink fieldCode="AU" term="%22Zhao+X%22">Zhao X</searchLink>; McGill University Health Center, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Sun+Y%22">Sun Y</searchLink>; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Chon+J%22">Chon J</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Sidhu+A%22">Sidhu A</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Jaeckel+E%22">Jaeckel E</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Selzner+N%22">Selzner N</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Cattral+MS%22">Cattral MS</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Department of Surgery, University of Toronto, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Sayed+BA%22">Sayed BA</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Brudno+M%22">Brudno M</searchLink>; Department of Computer Science, University of Toronto, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada; Princess Margaret Cancer Center, University Health Network, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22McIntosh+C%22">McIntosh C</searchLink>; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada; Department of Computer Science, University of Toronto, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada; Joint Department of Medical Imaging, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada; Peter Munk Cardiac Center and Ted Rogers Centre for Heart Research, University Health Network, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Bhat+M%22">Bhat M</searchLink>; Transplant AI Initiative, Ajmera Transplant Centre, University Health Network, University of Toronto, ON, Canada; Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada. Electronic address: Mamatha.Bhat@uhn.ca.
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              Text: 2025 Nov
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