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Combining federated learning and travelling model boosts performance and opens opportunities for digital health equity.

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Title: Combining federated learning and travelling model boosts performance and opens opportunities for digital health equity.
Authors: Souza R; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. raissa.souzadeandrad@ucalgary.ca.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada. raissa.souzadeandrad@ucalgary.ca.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada. raissa.souzadeandrad@ucalgary.ca., Stanley EAM; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Biomedical Engineering Graduate Program, University of Calgary, Calgary, AB, Canada., Ohara EY; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Biomedical Engineering Graduate Program, University of Calgary, Calgary, AB, Canada., Camicioli R; Neuroscience and Mental Health Institute and Department of Medicine (Neurology), University of Alberta, Edmonton, AB, Canada., Monchi O; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Department of Radiology, Radio-oncology and Nuclear Medicine, Université de Montréal, Montréal, QC, Canada.; Centre de Recherche, Institut Universitaire de Gériatrie de Montréal, Montréal, QC, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada., Ismail Z; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Department of Psychiatry, University of Calgary, Calgary, AB, Canada.; Clinical and Biomedical Sciences, Faculty of Health and Life Sciences, University of Exeter, Exeter, UK., Wilms M; Department of Radiology, University of Michigan, Ann Arbor, MI, USA., Forkert ND; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Source: NPJ digital medicine [NPJ Digit Med] 2026 Feb 27; Vol. 9 (1). Date of Electronic Publication: 2026 Feb 27.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Souza+R%22">Souza R</searchLink>; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. raissa.souzadeandrad@ucalgary.ca.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada. raissa.souzadeandrad@ucalgary.ca.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada. raissa.souzadeandrad@ucalgary.ca.<br /><searchLink fieldCode="AU" term="%22Stanley+EAM%22">Stanley EAM</searchLink>; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Biomedical Engineering Graduate Program, University of Calgary, Calgary, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Ohara+EY%22">Ohara EY</searchLink>; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Biomedical Engineering Graduate Program, University of Calgary, Calgary, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Camicioli+R%22">Camicioli R</searchLink>; Neuroscience and Mental Health Institute and Department of Medicine (Neurology), University of Alberta, Edmonton, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Monchi+O%22">Monchi O</searchLink>; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Department of Radiology, Radio-oncology and Nuclear Medicine, Université de Montréal, Montréal, QC, Canada.; Centre de Recherche, Institut Universitaire de Gériatrie de Montréal, Montréal, QC, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Ismail+Z%22">Ismail Z</searchLink>; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Department of Psychiatry, University of Calgary, Calgary, AB, Canada.; Clinical and Biomedical Sciences, Faculty of Health and Life Sciences, University of Exeter, Exeter, UK.<br /><searchLink fieldCode="AU" term="%22Wilms+M%22">Wilms M</searchLink>; Department of Radiology, University of Michigan, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Forkert+ND%22">Forkert ND</searchLink>; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
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              Text: 2026 Feb 27
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