FUSE-ML: development and external validation of a clinical prediction model for mid-term outcomes after lumbar spinal fusion for degenerative disease.

Autor: Staartjes VE; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland. victoregon.staartjes@usz.ch.; Amsterdam UMC, Neurosurgery, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands. victoregon.staartjes@usz.ch.; Department of Neurosurgery, Bergman Clinics Amsterdam, Amsterdam, The Netherlands. victoregon.staartjes@usz.ch., Stumpo V; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland., Ricciardi L; Department of NESMOS, Azienda Ospedaliera Universitaria Sant'Andrea, Sapienza University, Rome, Italy., Maldaner N; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland., Eversdijk HAJ; Department of Neurosurgery, Bergman Clinics Amsterdam, Amsterdam, The Netherlands., Vieli M; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland., Ciobanu-Caraus O; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland., Raco A; Department of NESMOS, Azienda Ospedaliera Universitaria Sant'Andrea, Sapienza University, Rome, Italy., Miscusi M; Department of NESMOS, Azienda Ospedaliera Universitaria Sant'Andrea, Sapienza University, Rome, Italy., Perna A; Department of Aging, Neurological, Orthopedic and Head-Neck Sciences, IRCCS A. Gemelli University Polyclinic Foundation, Rome, Italy.; Department of Geriatrics and Orthopedics, Sacred Heart Catholic University, Rome, Italy., Proietti L; Department of Aging, Neurological, Orthopedic and Head-Neck Sciences, IRCCS A. Gemelli University Polyclinic Foundation, Rome, Italy.; Department of Geriatrics and Orthopedics, Sacred Heart Catholic University, Rome, Italy., Lofrese G; Neurosurgery Division, Department of Neurosciences, 'M.Bufalini' Hospital, Cesena, Italy., Dughiero M; Neurosurgery Division, Department of Neurosciences, 'M.Bufalini' Hospital, Cesena, Italy., Cultrera F; Neurosurgery Division, Department of Neurosciences, 'M.Bufalini' Hospital, Cesena, Italy., Nicassio N; Neurosurgery Division, Department of Neurosciences, 'M.Bufalini' Hospital, Cesena, Italy., An SB; Department of Neurosurgery, Spine and Spinal Cord Institute, Severance Hospital, College of Medicine, Yonsei University, Seoul, Korea., Ha Y; Department of Neurosurgery, Spine and Spinal Cord Institute, Severance Hospital, College of Medicine, Yonsei University, Seoul, Korea., Amelot A; Department of Neurosurgery, La Pitié Salpétrière Hospital, Paris, France.; Neurosurgical Spine Department, University Hospital of Tours, Tours, France., Alcobendas I; Department of Neurosurgery, Hospital Universitario La Paz, Madrid, Spain., Viñuela-Prieto JM; Department of Neurosurgery, Hospital Universitario La Paz, Madrid, Spain., Gandía-González ML; Department of Neurosurgery, Hospital Universitario La Paz, Madrid, Spain., Girod PP; Department of Neurosurgery, Medical University of Innsbruck, Innsbruck, Austria., Lener S; Department of Neurosurgery, Medical University of Innsbruck, Innsbruck, Austria., Kögl N; Department of Neurosurgery, Medical University of Innsbruck, Innsbruck, Austria., Abramovic A; Department of Neurosurgery, Medical University of Innsbruck, Innsbruck, Austria., Safa NA; University Spine Center, Balgrist University Hospital, University of Zurich, Zurich, Switzerland., Laux CJ; University Spine Center, Balgrist University Hospital, University of Zurich, Zurich, Switzerland., Farshad M; University Spine Center, Balgrist University Hospital, University of Zurich, Zurich, Switzerland., O'Riordan D; Department of Teaching, Research and Development, Spine Center Division, Schulthess Klinik, Zurich, Switzerland., Loibl M; Department of Spine Surgery, Schulthess Klinik, Zurich, Switzerland., Mannion AF; Department of Teaching, Research and Development, Spine Center Division, Schulthess Klinik, Zurich, Switzerland., Scerrati A; Department of Neurosurgery, Policlinico Universitario di Ferrara, Ferrara, Italy., Molliqaj G; Department of Neurosurgery, HUG Geneva University Hospital, Geneva, Switzerland., Tessitore E; Department of Neurosurgery, HUG Geneva University Hospital, Geneva, Switzerland., Schröder ML; Department of Neurosurgery, Bergman Clinics Amsterdam, Amsterdam, The Netherlands., Vandertop WP; Amsterdam UMC, Neurosurgery, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Stienen MN; Department of Neurosurgery, Cantonal Hospital St. Gallen, St. Gallen, Switzerland., Regli L; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland., Serra C; Machine Intelligence in Clinical Neuroscience (MICN) Laboratory, Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Frauenklinikstrasse 10, 8091, Zurich, Switzerland.

Publikováno v: European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society [Eur Spine J] 2022 Oct; Vol. 31 (10), pp. 2629-2638. Date of Electronic Publication: 2022 Feb 21.