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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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Description
ISSN:1432-2218
DOI:10.1007/s00464-022-09611-1