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Multi-modal dataset creation for federated learning with DICOM-structured reports.

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Title: Multi-modal dataset creation for federated learning with DICOM-structured reports.
Authors: Tölle M; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Informatics for Life Institute, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de., Burger L; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany., Kelm H; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany., André F; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany., Bannas P; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany., Diller G; Clinic for Cardiology III, University Hospital Münster, Münster, Germany., Frey N; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany., Garthe P; Clinic for Cardiology III, University Hospital Münster, Münster, Germany., Groß S; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany., Hennemuth A; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.; Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Kaderali L; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany., Krüger N; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.; Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Leha A; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany., Martin S; DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Frankfurt, Germany.; Institute for Experimental and Translational Cardiovascular Imaging, Goethe University, Frankfurt am Main, Germany., Meyer A; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany., Nagel E; DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Frankfurt, Germany.; Institute for Experimental and Translational Cardiovascular Imaging, Goethe University, Frankfurt am Main, Germany., Orwat S; Clinic for Cardiology III, University Hospital Münster, Münster, Germany., Scherer C; DZHK (German Centre for Cardiovascular Research), partner site Munich, Munich, Germany.; Department of Medicine I, LMU University Hospital, LMU Munich, Munich, Germany., Seiffert M; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany., Seliger JM; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany., Simm S; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany., Friede T; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany., Seidler T; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Cardiology, University Medicine Göttingen, Göttingen, Germany.; Department of Cardiology, Kerckhoff-Clinic, Campus Kerckhoff of the Justus-Liebig-Universität Gießen, Gießen, Germany., Engelhardt S; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany.
Source: International journal of computer assisted radiology and surgery [Int J Comput Assist Radiol Surg] 2025 Mar; Vol. 20 (3), pp. 485-495. Date of Electronic Publication: 2025 Feb 03.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 101499225 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1861-6429 (Electronic) Linking ISSN: 18616410 NLM ISO Abbreviation: Int J Comput Assist Radiol Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
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Informatics for Life Institute, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22André+F%22">André F</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Bannas+P%22">Bannas P</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Diller+G%22">Diller G</searchLink>; Clinic for Cardiology III, University Hospital Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Frey+N%22">Frey N</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; 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