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Deep learning electrocardiogram model for risk stratification of coronary revascularization need in the emergency department.

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Title: Deep learning electrocardiogram model for risk stratification of coronary revascularization need in the emergency department.
Authors: Büscher A; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.; Clinic for Cardiology II-Electrophysiology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany., Plagwitz L; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Yildirim K; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Brix TJ; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Neuhaus P; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Bickmann L; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Menke AF; Medical Clinic D, General Internal Medicine and Emergency Medicine, Nephrology and Rheumatology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany., van Almsick VF; Clinic for Cardiology I-Coronary Heart Disease, Heart Failure and Angiology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany., Pavenstädt H; Medical Clinic D, General Internal Medicine and Emergency Medicine, Nephrology and Rheumatology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany., Kümpers P; Medical Clinic D, General Internal Medicine and Emergency Medicine, Nephrology and Rheumatology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany., Heider D; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Varghese J; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany., Eckardt L; Clinic for Cardiology II-Electrophysiology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.
Source: European heart journal [Eur Heart J] 2026 May 15; Vol. 47 (18), pp. 2155-2167.
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 8006263 Publication Model: Print Cited Medium: Internet ISSN: 1522-9645 (Electronic) Linking ISSN: 0195668X NLM ISO Abbreviation: Eur Heart J Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Büscher+A%22">Büscher A</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.; Clinic for Cardiology II-Electrophysiology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Plagwitz+L%22">Plagwitz L</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Yildirim+K%22">Yildirim K</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Brix+TJ%22">Brix TJ</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Neuhaus+P%22">Neuhaus P</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Bickmann+L%22">Bickmann L</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Menke+AF%22">Menke AF</searchLink>; Medical Clinic D, General Internal Medicine and Emergency Medicine, Nephrology and Rheumatology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22van+Almsick+VF%22">van Almsick VF</searchLink>; Clinic for Cardiology I-Coronary Heart Disease, Heart Failure and Angiology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Pavenstädt+H%22">Pavenstädt H</searchLink>; Medical Clinic D, General Internal Medicine and Emergency Medicine, Nephrology and Rheumatology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Kümpers+P%22">Kümpers P</searchLink>; Medical Clinic D, General Internal Medicine and Emergency Medicine, Nephrology and Rheumatology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Heider+D%22">Heider D</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Varghese+J%22">Varghese J</searchLink>; Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1/Building A11, Münster 48149, Germany.<br /><searchLink fieldCode="AU" term="%22Eckardt+L%22">Eckardt L</searchLink>; Clinic for Cardiology II-Electrophysiology, University Hospital Münster, Albert-Schweitzer-Campus 1/Building A1, Münster 48149, Germany.
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