Predicting 10-Year Clinical Outcomes in MS with Radiomics-Based Machine Learning Models.

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Title: Predicting 10-Year Clinical Outcomes in MS with Radiomics-Based Machine Learning Models.
Authors: Tranfa M; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.; Department of Radiology and Nuclear Medicine (M.T., G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Petracca M; Department of Human Neurosciences (M.P.), Sapienza University of Rome, Rome, Italy., Cuocolo R; Department of Medicine, Surgery and Dentistry (R.C.), University of Salerno, Baronissi, Italy rcuocolo@unisa.it., Ugga L; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Brescia Morra V; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Carotenuto A; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Elefante A; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Falco F; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Lanzillo R; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Moccia M; Multiple Sclerosis Unit (M.M.), Policlinico Federico II University Hospital, Naples, Italy.; Department of Molecular Medicine and Medical Biotechnology (M.M.), University of Naples 'Federico II,' Naples, Italy., Scaravilli A; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Brunetti A; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Cocozza S; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Quarantelli M; Institute of Biostructure and Bioimaging (M.Q.), National Research Council, Naples, Italy., Pontillo G; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.; Department of Radiology and Nuclear Medicine (M.T., G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation (G.P.), UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Anatomy and Neurosciences (G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
Source: AJNR. American journal of neuroradiology [AJNR Am J Neuroradiol] 2026 Jan 05; Vol. 47 (1), pp. 100-108. Date of Electronic Publication: 2026 Jan 05.
Publication Type: Journal Article
Journal Info: Publisher: American Society of Neuroradiology Country of Publication: United States NLM ID: 8003708 Publication Model: Electronic Cited Medium: Internet ISSN: 1936-959X (Electronic) Linking ISSN: 01956108 NLM ISO Abbreviation: AJNR Am J Neuroradiol Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1936-959X
DOI:10.3174/ajnr.A8912