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Explainable Artificial Intelligence to Predict Neurocognitive Disorder Progression in Multiple Sclerosis Using MRI and Clinical Data.

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Title: Explainable Artificial Intelligence to Predict Neurocognitive Disorder Progression in Multiple Sclerosis Using MRI and Clinical Data.
Authors: Storelli L; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Mistri D; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Mastropasqua A; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Grosselle M; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Preziosa P; 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., Rossi L; Neuroimaging Research Unit, Division of Neuroscience, 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., 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.
Source: European journal of neurology [Eur J Neurol] 2026 May; Vol. 33 (5), pp. e70568.
Publication Type: Journal Article
Journal Info: Publisher: Wiley Country of Publication: England NLM ID: 9506311 Publication Model: Print Cited Medium: Internet ISSN: 1468-1331 (Electronic) Linking ISSN: 13515101 NLM ISO Abbreviation: Eur J Neurol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Explainable Artificial Intelligence to Predict Neurocognitive Disorder Progression in Multiple Sclerosis Using MRI and Clinical Data.
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  Data: <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="%22Mistri+D%22">Mistri D</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Mastropasqua+A%22">Mastropasqua A</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="%22Grosselle+M%22">Grosselle M</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Preziosa+P%22">Preziosa P</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="%22Rossi+L%22">Rossi L</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, 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.<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.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley%22">Wiley </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9506311 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1468-1331 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213515101%22">13515101 </searchLink><i>NLM ISO Abbreviation: </i>Eur J Neurol <i>Subsets: </i>MEDLINE
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              Text: 2026 May
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