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Performance of a Machine Learning Algorithm in Predicting Outcomes of Aortic Valve Replacement
Authors:Arman Kilic  Anshul Goyal  James K. Miller  Thomas G. Gleason  Artur Dubrawksi
Affiliation:1. Division of Cardiac Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania;2. Auton Lab, Carnegie Mellon University, Pittsburgh, Pennsylvania;1. Department of Thoracic and Cardiovascular Surgery, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio;2. Department of Vascular Surgery, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio;3. Aorta Center, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio;4. Department of Cardiology, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio;1. Department of Cardiothoracic and Vascular Surgery, Deutsches Herzzentrum Berlin, Berlin, Germany;2. Institute of Imaging Science and Computational Modelling, Charité – Universitätsmedizin Berlin, Berlin, Germany;3. Department of Cardiovascular Surgery, Charité – Universitätsmedizin Berlin, Berlin, Germany;4. Berlin Center for Regenerative Therapies, Charité – Universitätsmedizin Berlin, Berlin, Germany;5. DZHK (German Centre for Cardiovascular Research), Partner Site Berlin, Berlin, Germany;6. Department of Computer Science, ETH Zurich, Zurich, Switzerland;7. Berlin Institute of Health, Berlin, Germany;8. Center for Biomedical Informatics, Brown University, Providence, RI, USA;1. Department of Cardiac Surgery, University of Michigan, Ann Arbor, Michigan;2. Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan;3. Department of Cardiothoracic Surgery, Stanford University, Palo Alto, California;4. Ross School of Business, University of Michigan, Ann Arbor, Michigan;5. Naveen Jindal School of Management, University of Texas-Dallas, Dallas, Texas;1. Division of Cardiac Surgery, Department of Surgery, Western University, London, Ontario, Canada;2. Division of Cardiac Surgery, Department of Surgery, Imam Abdulrahman bin Faisal University, Dammam, Saudi Arabia;3. Division of Cardiology, Department of Medicine, Western University, London, Ontario, Canada;4. Robarts Research Institute, Western University, London, Ontario, Canada;1. Division of Cardiac Surgery, University of Alberta, Edmonton, Alberta, Canada;2. Division of Cardiac Surgery, Western University, Edmonton, Alberta, Canada;3. Division of Cardiac Surgery, Montreal Heart Institute, Montreal, Quebec, Canada;4. Division of Cardiac Surgery, University of Toronto, Toronto, Ontario, Canada;5. German Heart Centre, Berlin, Germany
Abstract:
Keywords:Address correspondence to Dr Roselli   Department of Thoracic and Cardiovascular Surgery   Cleveland Clinic   9500 Euclid Ave   Desk J4-1   Cleveland   OH 44195.
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