Development and validation of an ensemble machine learning framework for detection of all-cause advanced hepatic fibrosis: a retrospective cohort study.

Autor: Sarvestany SS; Department of Computer Science, University of Toronto, Toronto, ON, Canada; ICES, Toronto, ON, Canada; SickKids Research Institute, Toronto, ON, Canada., Kwong JC; Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada; ICES, Toronto, ON, Canada; Department of Health Protection, Public Health Ontario, ON, Canada., Azhie A; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada., Dong V; Interdepartmental Division of Critical Care, University of Toronto, Toronto, ON, Canada., Cerocchi O; Toronto Centre for Liver Disease, University Health Network, Toronto, ON, Canada., Ali AF; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada., Karnam RS; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada., Kuriry H; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada., Shengir M; Division of Experimental Medicine, McGill University, Montreal, QC, Canada., Candido E; ICES, Toronto, ON, Canada., Duchen R; ICES, Toronto, ON, Canada., Sebastiani G; Division of Gastroenterology and Hepatology, McGill University Health Centre, McGill University, Montreal, QC, Canada., Patel K; Toronto Centre for Liver Disease, University Health Network, Toronto, ON, Canada; Division of Gastroenterology, University Health Network, Toronto, ON, Canada., Goldenberg A; Department of Computer Science, University of Toronto, Toronto, ON, Canada; SickKids Research Institute, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada. Electronic address: anna.goldenberg@sickkids.ca., Bhat M; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada; Division of Gastroenterology, University Health Network, Toronto, ON, Canada; Toronto General Hospital Research Institute, Toronto, ON, Canada. Electronic address: mamatha.bhat@uhn.ca.

Publikováno v: The Lancet. Digital health [Lancet Digit Health] 2022 Mar; Vol. 4 (3), pp. e188-e199.