TrainTracks - federated learning for reproducible research on sensitive medical data.

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Title: TrainTracks - federated learning for reproducible research on sensitive medical data.
Authors: Elwes M; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany. mayra.elwes@uk-koeln.de., Jaberansary M; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany., Tang FK; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany., Aswendt M; Department of Neurology, Experimental Neurology Section, Goethe University Frankfurt and University Hospital, Theodor-Stern-Kai 7, 60596, Frankfurt am Main, Germany.; Department for Neurology, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany., Beyan O; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.; Fraunhofer Institute for Applied Information Technology FIT, Schloss Birlinghoven, 53754, Sankt Augustin, Germany., Kutafina E; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.
Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2026 May 21; Vol. 26 (1). Date of Electronic Publication: 2026 May 21.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Elwes+M%22">Elwes M</searchLink>; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany. mayra.elwes@uk-koeln.de.<br /><searchLink fieldCode="AU" term="%22Jaberansary+M%22">Jaberansary M</searchLink>; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.<br /><searchLink fieldCode="AU" term="%22Tang+FK%22">Tang FK</searchLink>; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.<br /><searchLink fieldCode="AU" term="%22Aswendt+M%22">Aswendt M</searchLink>; Department of Neurology, Experimental Neurology Section, Goethe University Frankfurt and University Hospital, Theodor-Stern-Kai 7, 60596, Frankfurt am Main, Germany.; Department for Neurology, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.<br /><searchLink fieldCode="AU" term="%22Beyan+O%22">Beyan O</searchLink>; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.; Fraunhofer Institute for Applied Information Technology FIT, Schloss Birlinghoven, 53754, Sankt Augustin, Germany.<br /><searchLink fieldCode="AU" term="%22Kutafina+E%22">Kutafina E</searchLink>; Institute for Biomedical Informatics, Faculty of Medicine, University Hospital Cologne, Kerpener str. 62, 50937, Cologne, North-Rhine-Westphalia, Germany.
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              Text: 2026 May 21
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