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Preliminary Investigation of Federated Learning for MACE Prediction from Electronic Medical Records: A Multicontinental Study.

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Title: Preliminary Investigation of Federated Learning for MACE Prediction from Electronic Medical Records: A Multicontinental Study.
Authors: Slamanig G; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria., Kalabakov S; Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany.; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, United States., Lorenzer L; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria.; Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria., Schrempf M; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria., Pierri G; Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil., Suzuki KMF; Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil., Jauk S; Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria., Kramer D; Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria., Mazzoncini de Azevedo-Marques P; Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil., Arnrich B; Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany.; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, United States., Rainer P; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria.
Source: Studies in health technology and informatics [Stud Health Technol Inform] 2026 May 07; Vol. 335, pp. 236-241.
Publication Type: Journal Article
Journal Info: Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Slamanig+G%22">Slamanig G</searchLink>; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Kalabakov+S%22">Kalabakov S</searchLink>; Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany.; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, United States.<br /><searchLink fieldCode="AU" term="%22Lorenzer+L%22">Lorenzer L</searchLink>; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria.; Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Schrempf+M%22">Schrempf M</searchLink>; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Pierri+G%22">Pierri G</searchLink>; Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Suzuki+KMF%22">Suzuki KMF</searchLink>; Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Jauk+S%22">Jauk S</searchLink>; Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Kramer+D%22">Kramer D</searchLink>; Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Mazzoncini+de+Azevedo-Marques+P%22">Mazzoncini de Azevedo-Marques P</searchLink>; Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Arnrich+B%22">Arnrich B</searchLink>; Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany.; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, United States.<br /><searchLink fieldCode="AU" term="%22Rainer+P%22">Rainer P</searchLink>; Division of Cardiology, Internal Medicine, Medical University of Graz, Graz, Austria.
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              Text: 2026 May 07
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