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Electrocardiogram-based mortality prediction in patients with COVID-19 using machine learning.

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Title: Electrocardiogram-based mortality prediction in patients with COVID-19 using machine learning.
Authors: van de Leur RR; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Netherlands Heart Institute, Utrecht, The Netherlands., Bleijendaal H; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands.; Department of Clinical Epidemiology, Biostatistics & Bioinformatics, Amsterdam University Medical Centres, University of Amsterdam, Amsterdam, The Netherlands., Taha K; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Netherlands Heart Institute, Utrecht, The Netherlands., Mast T; Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, The Netherlands., Gho JMIH; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Department of Cardiology, Jeroen Bosch Hospital, 's-Hertogenbosch, The Netherlands., Linschoten M; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands., van Rees B; Department of Cardiology, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands., Henkens MTHM; Department of Cardiology, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands., Heymans S; Department of Cardiology, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.; Centre for Molecular and Vascular Biology, Department of Cardiovascular Sciences, KU Leuven, Leuven, Belgium., Sturkenboom N; Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, The Netherlands., Tio RA; Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, The Netherlands., Offerhaus JA; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands., Bor WL; Department of Cardiology, St. Antonius Hospital, Nieuwegein, The Netherlands., Maarse M; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands.; Department of Cardiology, St. Antonius Hospital, Nieuwegein, The Netherlands., Haerkens-Arends HE; Department of Cardiology, Jeroen Bosch Hospital, 's-Hertogenbosch, The Netherlands., Kolk MZH; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands., van der Lingen ACJ; Department of Cardiology, Amsterdam University Medical Centres, Amsterdam Cardiovascular Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Selder JJ; Department of Cardiology, Amsterdam University Medical Centres, Amsterdam Cardiovascular Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Wierda EE; Department of Cardiology, Dijklander Hospital, Hoorn, The Netherlands., van Bergen PFMM; Department of Cardiology, Dijklander Hospital, Hoorn, The Netherlands., Winter MM; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands., Zwinderman AH; Department of Clinical Epidemiology, Biostatistics & Bioinformatics, Amsterdam University Medical Centres, University of Amsterdam, Amsterdam, The Netherlands., Doevendans PA; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Netherlands Heart Institute, Utrecht, The Netherlands.; Central Military Hospital, Utrecht, The Netherlands., van der Harst P; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands., Pinto YM; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands., Asselbergs FW; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, UK.; Health Data Research UK and Institute of Health Informatics, University College London, London, UK., van Es R; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands., Tjong FVY; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands. f.v.tjong@amsterdamumc.nl.
Corporate Authors: CAPACITY-COVID collaborative consortium
Source: Netherlands heart journal : monthly journal of the Netherlands Society of Cardiology and the Netherlands Heart Foundation [Neth Heart J] 2022 Jun; Vol. 30 (6), pp. 312-318. Date of Electronic Publication: 2022 Mar 17.
Publication Type: Journal Article
Journal Info: Publisher: Bohn Stafleu van Loghum Country of Publication: Netherlands NLM ID: 101095458 Publication Model: Print-Electronic Cited Medium: Print ISSN: 1568-5888 (Print) Linking ISSN: 15685888 NLM ISO Abbreviation: Neth Heart J Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22van+de+Leur+RR%22">van de Leur RR</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Netherlands Heart Institute, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Bleijendaal+H%22">Bleijendaal H</searchLink>; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands.; Department of Clinical Epidemiology, Biostatistics & Bioinformatics, Amsterdam University Medical Centres, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Taha+K%22">Taha K</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Netherlands Heart Institute, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Mast+T%22">Mast T</searchLink>; Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Gho+JMIH%22">Gho JMIH</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Department of Cardiology, Jeroen Bosch Hospital, 's-Hertogenbosch, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Linschoten+M%22">Linschoten M</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22van+Rees+B%22">van Rees B</searchLink>; Department of Cardiology, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Henkens+MTHM%22">Henkens MTHM</searchLink>; Department of Cardiology, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Heymans+S%22">Heymans S</searchLink>; 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Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands.; Department of Cardiology, St. Antonius Hospital, Nieuwegein, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Haerkens-Arends+HE%22">Haerkens-Arends HE</searchLink>; Department of Cardiology, Jeroen Bosch Hospital, 's-Hertogenbosch, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Kolk+MZH%22">Kolk MZH</searchLink>; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22van+der+Lingen+ACJ%22">van der Lingen ACJ</searchLink>; Department of Cardiology, Amsterdam University Medical Centres, Amsterdam Cardiovascular Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Selder+JJ%22">Selder JJ</searchLink>; 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Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Netherlands Heart Institute, Utrecht, The Netherlands.; Central Military Hospital, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22van+der+Harst+P%22">van der Harst P</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Pinto+YM%22">Pinto YM</searchLink>; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Asselbergs+FW%22">Asselbergs FW</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.; Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, UK.; Health Data Research UK and Institute of Health Informatics, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22van+Es+R%22">van Es R</searchLink>; Department of Cardiology, Division of Heart and Lungs, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Tjong+FVY%22">Tjong FVY</searchLink>; Department of Clinical and Experimental Cardiology, Amsterdam University Medical Centres, Heart Center, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam, The Netherlands. f.v.tjong@amsterdamumc.nl.
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