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Patient-reported outcomes as predictors of disability evolution in Multiple Sclerosis: An interpretable machine learning approach.

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Title: Patient-reported outcomes as predictors of disability evolution in Multiple Sclerosis: An interpretable machine learning approach.
Authors: Di Antonio F; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; Department of Experimental Medicine (DIMES), University of Genoa, Genoa, Italy., Brichetto G; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; AISM Rehabilitation Service, Italian Multiple Sclerosis Society, Genoa, Italy., Tacchino A; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy., Pedullà L; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy., Podda J; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy., Grange E; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; Department of Informatics, Bioengineering, Robotics and Systems Engineering (DIBRIS), University of Genova, Genova, Italy., Bollini A; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy., Monti Bragadin M; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; AISM Rehabilitation Service, Italian Multiple Sclerosis Society, Genoa, Italy., Prada V; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy., Bauckneht M; Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy., Morbelli S; Department of Medical Sciences, University of Turin, Turin, Italy., Chincarini A; National Institute for Nuclear Physics (INFN), Genoa Section, Genoa, Italy.
Source: Multiple sclerosis (Houndmills, Basingstoke, England) [Mult Scler] 2026 May; Vol. 32 (6), pp. 574-584. Date of Electronic Publication: 2026 Jan 30.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: SAGE Publications Country of Publication: England NLM ID: 9509185 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1477-0970 (Electronic) Linking ISSN: 13524585 NLM ISO Abbreviation: Mult Scler Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Patient-reported outcomes as predictors of disability evolution in Multiple Sclerosis: An interpretable machine learning approach.
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  Data: <searchLink fieldCode="AU" term="%22Di+Antonio+F%22">Di Antonio F</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; Department of Experimental Medicine (DIMES), University of Genoa, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Brichetto+G%22">Brichetto G</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; AISM Rehabilitation Service, Italian Multiple Sclerosis Society, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Tacchino+A%22">Tacchino A</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Pedullà+L%22">Pedullà L</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Podda+J%22">Podda J</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Grange+E%22">Grange E</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; Department of Informatics, Bioengineering, Robotics and Systems Engineering (DIBRIS), University of Genova, Genova, Italy.<br /><searchLink fieldCode="AU" term="%22Bollini+A%22">Bollini A</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Monti+Bragadin+M%22">Monti Bragadin M</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy; AISM Rehabilitation Service, Italian Multiple Sclerosis Society, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Prada+V%22">Prada V</searchLink>; NeuroBRITE Research Area, Italian Multiple Sclerosis Foundation (FISM), Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Bauckneht+M%22">Bauckneht M</searchLink>; Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Morbelli+S%22">Morbelli S</searchLink>; Department of Medical Sciences, University of Turin, Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Chincarini+A%22">Chincarini A</searchLink>; National Institute for Nuclear Physics (INFN), Genoa Section, Genoa, Italy.
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  Data: <searchLink fieldCode="JN" term="%229509185%22">Multiple sclerosis (Houndmills, Basingstoke, England)</searchLink> [Mult Scler] 2026 May; Vol. 32 (6), pp. 574-584. <i>Date of Electronic Publication: </i>2026 Jan 30.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22SAGE+Publications%22">SAGE Publications </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9509185 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1477-0970 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213524585%22">13524585 </searchLink><i>NLM ISO Abbreviation: </i>Mult Scler <i>Subsets: </i>MEDLINE
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