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Machine learning for multiple sclerosis classification and disability prediction using clinical and MRI data.

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Title: Machine learning for multiple sclerosis classification and disability prediction using clinical and MRI data.
Authors: Valsasina P; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Storelli L; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Tedone N; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Pantano P; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.; IRCCS Neuromed, Pozzilli, Italy., Piervincenzi C; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy., Tommasin S; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.; UniCamillus - International Medical University in Rome, Rome, Italy., Gallo A; First Division of Neurology and Neurophysiopathology, AOU Luigi Vanvitelli, Naples, Italy.; Department of Advanced Medical and Surgical Sciences, University of Campania 'Luigi Vanvitelli', Naples, Italy., Altieri M; First Division of Neurology and Neurophysiopathology, AOU Luigi Vanvitelli, Naples, Italy., Maggi G; First Division of Neurology and Neurophysiopathology, AOU Luigi Vanvitelli, Naples, Italy., De Stefano N; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy., Bianchi A; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy., Battaglini M; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.; SIENA Imaging SRL, Siena, Italy., Mazzetti G; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Pagani E; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Rocca MA; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy., Filippi M; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Source: Frontiers in artificial intelligence [Front Artif Intell] 2026 Apr 10; Vol. 9, pp. 1792870. Date of Electronic Publication: 2026 Apr 10 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media SA Country of Publication: Switzerland NLM ID: 101770551 Publication Model: eCollection Cited Medium: Internet ISSN: 2624-8212 (Electronic) Linking ISSN: 26248212 NLM ISO Abbreviation: Front Artif Intell Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning for multiple sclerosis classification and disability prediction using clinical and MRI data.
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  Data: <searchLink fieldCode="AU" term="%22Valsasina+P%22">Valsasina P</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Storelli+L%22">Storelli L</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Tedone+N%22">Tedone N</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Pantano+P%22">Pantano P</searchLink>; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.; IRCCS Neuromed, Pozzilli, Italy.<br /><searchLink fieldCode="AU" term="%22Piervincenzi+C%22">Piervincenzi C</searchLink>; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Tommasin+S%22">Tommasin S</searchLink>; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.; UniCamillus - International Medical University in Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Gallo+A%22">Gallo A</searchLink>; First Division of Neurology and Neurophysiopathology, AOU Luigi Vanvitelli, Naples, Italy.; Department of Advanced Medical and Surgical Sciences, University of Campania 'Luigi Vanvitelli', Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Altieri+M%22">Altieri M</searchLink>; First Division of Neurology and Neurophysiopathology, AOU Luigi Vanvitelli, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Maggi+G%22">Maggi G</searchLink>; First Division of Neurology and Neurophysiopathology, AOU Luigi Vanvitelli, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22De+Stefano+N%22">De Stefano N</searchLink>; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.<br /><searchLink fieldCode="AU" term="%22Bianchi+A%22">Bianchi A</searchLink>; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.<br /><searchLink fieldCode="AU" term="%22Battaglini+M%22">Battaglini M</searchLink>; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.; SIENA Imaging SRL, Siena, Italy.<br /><searchLink fieldCode="AU" term="%22Mazzetti+G%22">Mazzetti G</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Pagani+E%22">Pagani E</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Rocca+MA%22">Rocca MA</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Filippi+M%22">Filippi M</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.
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  Data: <searchLink fieldCode="JN" term="%22101770551%22">Frontiers in artificial intelligence</searchLink> [Front Artif Intell] 2026 Apr 10; Vol. 9, pp. 1792870. <i>Date of Electronic Publication: </i>2026 Apr 10 (<i>Print Publication: </i>2026).
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