Development and external validation of a clinical prediction model for functional impairment after intracranial tumor surgery.

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第一作者： Victor E,Staartjes

第一单位： 1Department of Neurosurgery and Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.;2Amsterdam UMC, Vrije Universiteit Amsterdam, Neurosurgery, Amsterdam Movement Sciences, Amsterdam, The Netherlands.

作者： Victor E,Staartjes ^[1] ; Morgan,Broggi ^[2] ; Costanza Maria,Zattra ^[2] ; Flavio,Vasella ^[3] ; Julia,Velz ^[3] ; Silvia,Schiavolin ^[4] ; Carlo,Serra ^[3] ; Jiri,Bartek ^[5] ; Alexander,Fletcher-Sandersjöö ^[6] ; Petter,Förander ^[6] ; Darius,Kalasauskas ^[7] ; Mirjam,Renovanz ^[7] ; Florian,Ringel ^[7] ; Konstantin R,Brawanski ^[8] ; Johannes,Kerschbaumer ^[8] ; Christian F,Freyschlag ^[8] ; Asgeir S,Jakola ^[9] ; Kristin,Sjåvik ^[10] ; Ole,Solheim ^[11] ; Bawarjan,Schatlo ^[12] ; Alexandra,Sachkova ^[12] ; Hans Christoph,Bock ^[12] ; Abdelhalim,Hussein ^[12] ; Veit,Rohde ^[12] ; Marike L D,Broekman ^[13] ; Claudine O,Nogarede ^[13] ; Cynthia M C,Lemmens ^[14] ; Julius M,Kernbach ^[15] ; Georg,Neuloh ^[15] ; Oliver,Bozinov ^[3] ; Niklaus,Krayenbühl ^[3] ; Johannes,Sarnthein ^[3] ; Paolo,Ferroli ^[2] ; Luca,Regli ^[3] ; Martin N,Stienen ^[3] ; FEBNS

作者单位： 1Department of Neurosurgery and Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.;2Amsterdam UMC, Vrije Universiteit Amsterdam, Neurosurgery, Amsterdam Movement Sciences, Amsterdam, The Netherlands. ^[1] 3Department of Neurosurgery, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan. ^[2] 1Department of Neurosurgery and Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland. ^[3] 4Neurology, Public Health and Disability Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy. ^[4] 5Department of Neurosurgery, Karolinska University Hospital, Stockholm.;6Department of Clinical Neuroscience and Medicine, Karolinska Institutet, Stockholm, Sweden.;7Department of Neurosurgery, Rigshospitalet, Copenhagen, Denmark. ^[5] 5Department of Neurosurgery, Karolinska University Hospital, Stockholm.;6Department of Clinical Neuroscience and Medicine, Karolinska Institutet, Stockholm, Sweden. ^[6] 8Department of Neurosurgery, University Medical Center, Johannes Gutenberg University Mainz, Germany. ^[7] 9Department of Neurosurgery, Medical University of Innsbruck, Austria. ^[8] 10Department of Neurosurgery, Sahlgrenska University Hospital, Gothenburg.;11Institute of Neuroscience and Physiology, Sahlgrenska Academy, Gothenburg, Sweden. ^[9] 12Department of Neurosurgery, University Hospital of North Norway, Tromsö. ^[10] 13Department of Neurosurgery, St. Olav's University Hospital, Trondheim, Norway. ^[11] 14Department of Neurosurgery, Georg August University, University Medical Center, Göttingen, Germany. ^[12] 15Department of Neurosurgery, Haaglanden Medical Center, The Hague.;16Department of Neurosurgery, Leiden University Medical Center, Leiden. ^[13] 17Department of Neurology, Haaglanden Medical Center, The Hague, The Netherlands; and. ^[14] 18Department of Neurosurgery, Faculty of Medicine, RWTH Aachen University, Aachen, Germany. ^[15]

关键词 functional impairment machine learning neurosurgery oncology outcome prediction predictive analytics