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A roadmap for federated learning projects using health data to guide sustainable artificial intelligence development in the European Union.

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Title: A roadmap for federated learning projects using health data to guide sustainable artificial intelligence development in the European Union.
Authors: Kommusaar J; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Ravila 19, Tartu, Estonia; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland., Elunurm S; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Ravila 19, Tartu, Estonia; Migrevention OÜ, Mõisavahe 34b, 50708 Tartu, Estonia., Chomutare T; Technology and Artificial Intelligence, Norwegian Centre for E-health Research, 9019 Tromsø, Norway., Kangasniemi M; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Ravila 19, Tartu, Estonia; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland; Turku University Hospital, The Wellbeing Services County of Southwest Finland, Finland., Salanterä S; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland; Turku University Hospital, The Wellbeing Services County of Southwest Finland, Finland., Peltonen LM; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland; Turku University Hospital, The Wellbeing Services County of Southwest Finland, Finland; Department of Health and Social Management, Faculty of Social Sciences and Business Studies, P.O. Box 1627, FI-70211 Kuopio, Finland. Electronic address: laura-maria.peltonen@utu.fi.
Source: International journal of medical informatics [Int J Med Inform] 2026 Mar 15; Vol. 208, pp. 106242. Date of Electronic Publication: 2025 Dec 25.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Kommusaar+J%22">Kommusaar J</searchLink>; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Ravila 19, Tartu, Estonia; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland.<br /><searchLink fieldCode="AU" term="%22Elunurm+S%22">Elunurm S</searchLink>; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Ravila 19, Tartu, Estonia; Migrevention OÜ, Mõisavahe 34b, 50708 Tartu, Estonia.<br /><searchLink fieldCode="AU" term="%22Chomutare+T%22">Chomutare T</searchLink>; Technology and Artificial Intelligence, Norwegian Centre for E-health Research, 9019 Tromsø, Norway.<br /><searchLink fieldCode="AU" term="%22Kangasniemi+M%22">Kangasniemi M</searchLink>; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Ravila 19, Tartu, Estonia; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland; Turku University Hospital, The Wellbeing Services County of Southwest Finland, Finland.<br /><searchLink fieldCode="AU" term="%22Salanterä+S%22">Salanterä S</searchLink>; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland; Turku University Hospital, The Wellbeing Services County of Southwest Finland, Finland.<br /><searchLink fieldCode="AU" term="%22Peltonen+LM%22">Peltonen LM</searchLink>; Department of Nursing Science, Faculty of Medicine, University of Turku, Medisiina B, FI-20014 Turku, Finland; Turku University Hospital, The Wellbeing Services County of Southwest Finland, Finland; Department of Health and Social Management, Faculty of Social Sciences and Business Studies, P.O. Box 1627, FI-70211 Kuopio, Finland. Electronic address: laura-maria.peltonen@utu.fi.
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              Text: 2026 Mar 15
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