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Surgomics: personalized prediction of morbidity, mortality and long-term outcome in surgery using machine learning on multimodal data.

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Title: Surgomics: personalized prediction of morbidity, mortality and long-term outcome in surgery using machine learning on multimodal data.
Authors: Wagner M; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany. martin.wagner@med.uni-heidelberg.de.; National Center for Tumor Diseases (NCT), Heidelberg, Germany. martin.wagner@med.uni-heidelberg.de., Brandenburg JM; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany., Bodenstedt S; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; Cluster of Excellence 'Centre for Tactile Internet with Human-in-the-Loop' (CeTI), Technische Universität Dresden, 01062, Dresden, Germany., Schulze A; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany., Jenke AC; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany., Stern A; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany., Daum MTJ; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany., Mündermann L; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany., Kolbinger FR; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Else Kröner Fresenius Center for Digital Health, Technische Universität Dresden, Dresden, Germany., Bhasker N; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany., Schneider G; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany., Krause-Jüttler G; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany., Alwanni H; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany., Fritz-Kebede F; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany., Burgert O; Research Group Computer Assisted Medicine (CaMed), Reutlingen University, Reutlingen, Germany., Wilhelm D; Department of Surgery, Faculty of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany., Fallert J; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany., Nickel F; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany., Maier-Hein L; Department of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ), Heidelberg, Germany., Dugas M; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany., Distler M; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; German Cancer Research Center (DKFZ), Heidelberg, Germany.; Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany., Weitz J; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; German Cancer Research Center (DKFZ), Heidelberg, Germany.; Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany., Müller-Stich BP; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany., Speidel S; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; Cluster of Excellence 'Centre for Tactile Internet with Human-in-the-Loop' (CeTI), Technische Universität Dresden, 01062, Dresden, Germany.
Source: Surgical endoscopy [Surg Endosc] 2022 Nov; Vol. 36 (11), pp. 8568-8591. Date of Electronic Publication: 2022 Sep 28.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 8806653 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-2218 (Electronic) Linking ISSN: 09302794 NLM ISO Abbreviation: Surg Endosc Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Surgomics: personalized prediction of morbidity, mortality and long-term outcome in surgery using machine learning on multimodal data.
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  Data: <searchLink fieldCode="AU" term="%22Wagner+M%22">Wagner M</searchLink>; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany. martin.wagner@med.uni-heidelberg.de.; National Center for Tumor Diseases (NCT), Heidelberg, Germany. martin.wagner@med.uni-heidelberg.de.<br /><searchLink fieldCode="AU" term="%22Brandenburg+JM%22">Brandenburg JM</searchLink>; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Bodenstedt+S%22">Bodenstedt S</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; Cluster of Excellence 'Centre for Tactile Internet with Human-in-the-Loop' (CeTI), Technische Universität Dresden, 01062, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Schulze+A%22">Schulze A</searchLink>; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Jenke+AC%22">Jenke AC</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Stern+A%22">Stern A</searchLink>; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany.<br /><searchLink fieldCode="AU" term="%22Daum+MTJ%22">Daum MTJ</searchLink>; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Mündermann+L%22">Mündermann L</searchLink>; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany.<br /><searchLink fieldCode="AU" term="%22Kolbinger+FR%22">Kolbinger FR</searchLink>; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Else Kröner Fresenius Center for Digital Health, Technische Universität Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Bhasker+N%22">Bhasker N</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Schneider+G%22">Schneider G</searchLink>; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Krause-Jüttler+G%22">Krause-Jüttler G</searchLink>; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Alwanni+H%22">Alwanni H</searchLink>; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany.<br /><searchLink fieldCode="AU" term="%22Fritz-Kebede+F%22">Fritz-Kebede F</searchLink>; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Burgert+O%22">Burgert O</searchLink>; Research Group Computer Assisted Medicine (CaMed), Reutlingen University, Reutlingen, Germany.<br /><searchLink fieldCode="AU" term="%22Wilhelm+D%22">Wilhelm D</searchLink>; Department of Surgery, Faculty of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Fallert+J%22">Fallert J</searchLink>; Corporate Research and Technology, Karl Storz SE & Co KG, Tuttlingen, Germany.<br /><searchLink fieldCode="AU" term="%22Nickel+F%22">Nickel F</searchLink>; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Maier-Hein+L%22">Maier-Hein L</searchLink>; Department of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Dugas+M%22">Dugas M</searchLink>; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Distler+M%22">Distler M</searchLink>; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; German Cancer Research Center (DKFZ), Heidelberg, Germany.; Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Weitz+J%22">Weitz J</searchLink>; Department of Visceral-, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; German Cancer Research Center (DKFZ), Heidelberg, Germany.; Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Müller-Stich+BP%22">Müller-Stich BP</searchLink>; Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Speidel+S%22">Speidel S</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC), Dresden, Germany.; Cluster of Excellence 'Centre for Tactile Internet with Human-in-the-Loop' (CeTI), Technische Universität Dresden, 01062, Dresden, Germany.
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  Data: <searchLink fieldCode="JN" term="%228806653%22">Surgical endoscopy</searchLink> [Surg Endosc] 2022 Nov; Vol. 36 (11), pp. 8568-8591. <i>Date of Electronic Publication: </i>2022 Sep 28.
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