Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort.

Abstract

Authors

• Harry Magunia
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Hoppe Seyler Str. 3, 72076, Tübingen, Germany. harry.magunia@med.uni-tuebingen.de.
• Simone Lederer
  Institute for Translational Bioinformatics and Medical Data Integration Center, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Tübingen, Germany.
• Raphael Verbuecheln
  Institute for Translational Bioinformatics and Medical Data Integration Center, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Tübingen, Germany.
• Bryant Joseph Gilot
  Institute for Translational Bioinformatics and Medical Data Integration Center, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Tübingen, Germany.
• Michael Koeppen
  Department of Anesthesiology and Intensive Care Medicine, University Hospital of Tübingen, Tübingen, Germany. Electronic address: michael.koeppen@med.uni-tuebingen.de.
• Helene A Haeberle
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Hoppe Seyler Str. 3, 72076, Tübingen, Germany.
• Valbona Mirakaj
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Hoppe Seyler Str. 3, 72076, Tübingen, Germany.
• Pascal Hofmann
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Hoppe Seyler Str. 3, 72076, Tübingen, Germany.
• Gernot Marx
  Department of Intensive Care and Intermediate Care, University Hospital RWTH Aachen, Aachen, Germany.
• Johannes Bickenbach
  Department of Intensive Care Medicine, University Hospital RWTH Aachen, Aachen, Germany.
• Boris Nohe
  Center for Anaesthesia, Intensive Care and Emergency Medicine, Zollernalb Klinikum, Balingen, Germany.
• Michael Lay
  Center for Anaesthesia, Intensive Care and Emergency Medicine, Zollernalb Klinikum, Balingen, Germany.
• Claudia Spies
  Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Charitéplatz 1, 10117, Berlin, Germany.
• Andreas Edel
  Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Berlin Institute of Health, Humboldt-Universität zu Berlin, Berlin , Germany.
• Fridtjof Schiefenhövel
  Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Charitéplatz 1, 10117, Berlin, Germany.
• Tim Rahmel
  Department of Anesthesiology, Intensive Care Medicine/Pain Therapy, Knappschaftskrankenhaus Bochum, Bochum, Germany.
• Christian Putensen
  Department of Anaesthesiology and Intensive Care Medicine, University Hospital Bonn, Bonn, Germany.
• Timur Sellmann
  Department of Anesthesiology and Intensive Care Medicine, Evangelisches Krankenhaus Bethesda, Duisburg, Germany.
• Thea Koch
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.
• Timo Brandenburger
  Department of Anaesthesiology, University Hospital Düsseldorf, Düsseldorf, Germany.
• Detlef Kindgen-Milles
  Department of Anaesthesiology, University Hospital Düsseldorf, Düsseldorf, Germany.
• Thorsten Brenner
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Essen, University Duisburg-Essen, Essen, Germany.
• Marc Berger
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Essen, University Duisburg-Essen, Essen, Germany.
• Kai Zacharowski
  Department of Anaesthesiology, Intensive Care Medicine and Pain Therapy, University Hospital Frankfurt, Goethe University, Frankfurt, Germany.
• Elisabeth Adam
  Department of Anaesthesiology, Intensive Care Medicine and Pain Therapy, University Hospital Frankfurt, Goethe University, Frankfurt, Germany.
• Matthias Posch
  Department of Anesthesiology and Critical Care, Medical Center - University of Freiburg, Freiburg, Germany.
• Onnen Moerer
  Center for Anesthesiology, Emergency and Intensive Care Medicine, University of Göttingen, Göttingen, Germany.
• Christian S Scheer
  Department of Anesthesiology, University Medicine Greifswald, Greifswald, Germany.
• Daniel Sedding
  Department Cardiology, Angiology and Intensive Care Medicine, University Hospital Halle (Saale), Halle (Saale), Germany.
• Markus A Weigand
  Department of Anesthesiology, Heidelberg University Hospital, Heidelberg, Germany.
• Falk Fichtner
  Department of Anesthesiology and Intensive Care, Leipzig University Hospital, Leipzig, Germany.
• Carla Nau
  Department of Anesthesiology and Intensive Care, University Medical Center Schleswig-Holstein, Campus Lübeck, University of Lübeck, Lübeck, Germany.
• Florian Prätsch
  Department of Anaesthesiology and Intensive Care Therapy, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany.
• Thomas Wiesmann
  University Hospital Marburg, UKGM, Philipps University Marburg, Marburg, Germany.
• Christian Koch
  Educational and Research Centre for Animal Husbandry, Hofgut Neumuehle, 67728 Muenchweileran der Alsenz, Germany.
• Gerhard Schneider
  Department of Anesthesiology, Klinikum rechts der Isar, Technische Universität München, Munich, Germany.
• Tobias Lahmer
  Klinik Und Poliklinik Für Innere Medizin II, Klinikum Rechts Der Isar der, Technischen Universität München, Munich, Germany.
• Andreas Straub
  Department for Anesthesiology, Intensive Care Medicine, Emergency Medicine and Pain Medicine, St. Elisabethen Klinikum, Ravensburg, Germany.
• Andreas Meiser
  Department of Anesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg/Saar, Germany.
• Manfred Weiss
  Department of Anesthesiology and Intensive Care Medicine, Ulm University, Ulm, Germany.
• Bettina Jungwirth
  Department of Anesthesiology and Intensive Care Medicine, Ulm University, Ulm, Germany.
• Frank Wappler
  Department of Anaesthesiology and Intensive Care Medicine, Cologne-Merheim Medical Centre, Witten/Herdecke University, Cologne-Merheim, Germany.
• Patrick Meybohm
  Department of Anesthesiology, Intensive Care Medicine and Pain Therapy, University Hospital Frankfurt, Frankfurt, Germany.
• Johannes Herrmann
  Department of Anaesthesiology, Intensive Care, Emergency and Pain Medicine, University Hospital Wuerzburg, University Wuerzburg, Wuerzburg, Germany.
• Nisar Malek
  Department of Internal Medicine I, University Hospital, University of Tübingen, Tübingen, Germany.
• Oliver Kohlbacher
  Institute for Translational Bioinformatics and Medical Data Integration Center, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Tübingen, Germany.
• Stephanie Biergans
  Institute for Translational Bioinformatics and Medical Data Integration Center, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Tübingen, Germany.
• Peter Rosenberger
  Department of Anesthesiology and Intensive Care Medicine, University Hospital Tübingen, Eberhard-Karls-University Tübingen, Hoppe Seyler Str. 3, 72076, Tübingen, Germany. peter.rosenberger@med.uni-tuebingen.de.

Keywords

External Resources