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Machine learning-based prediction of perioperative complications in spine surgery: a large-scale model development and validation study.

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Title: Machine learning-based prediction of perioperative complications in spine surgery: a large-scale model development and validation study.
Authors: Campagner A; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Langella F; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy. francesco.langella.md@gmail.com., Bellosta-López P; Universidad San Jorge. Campus Universitario, Villanueva de Gállego, Zaragoza, Spain., Barile F; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Cecchinato R; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Compagnone D; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Damilano M; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Lamartina C; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Redaelli A; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Vanni D; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy., Cabitza F; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.; University of Milan, Milan, Italy., Meroni C; University of Milan, Milan, Italy., Berjano P; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.
Source: 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] 2026 Jul 27. Date of Electronic Publication: 2026 Jul 27.
Publication Type: Journal Article
Journal Info: Publisher: Springer-Verlag Country of Publication: Germany NLM ID: 9301980 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-0932 (Electronic) Linking ISSN: 09406719 NLM ISO Abbreviation: Eur Spine J Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning-based prediction of perioperative complications in spine surgery: a large-scale model development and validation study.
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  Data: <searchLink fieldCode="AU" term="%22Campagner+A%22">Campagner A</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Langella+F%22">Langella F</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy. francesco.langella.md@gmail.com.<br /><searchLink fieldCode="AU" term="%22Bellosta-López+P%22">Bellosta-López P</searchLink>; Universidad San Jorge. Campus Universitario, Villanueva de Gállego, Zaragoza, Spain.<br /><searchLink fieldCode="AU" term="%22Barile+F%22">Barile F</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Cecchinato+R%22">Cecchinato R</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Compagnone+D%22">Compagnone D</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Damilano+M%22">Damilano M</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Lamartina+C%22">Lamartina C</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Redaelli+A%22">Redaelli A</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Vanni+D%22">Vanni D</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Cabitza+F%22">Cabitza F</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.; University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Meroni+C%22">Meroni C</searchLink>; University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Berjano+P%22">Berjano P</searchLink>; IRCCS Ospedale Galeazzi-Sant'Ambrogio, Milano, Italy.
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              Text: 2026 Jul 27
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