A Combined Radiomics and Machine Learning Approach to Overcome the Clinicoradiologic Paradox in Multiple Sclerosis

G. Pontillo; S. Tommasin; R. Cuocolo; M. Petracca; N. Petsas; L. Ugga; A. Carotenuto; C. Pozzilli; R. Iodice; R. Lanzillo; M. Quarantelli; V. Brescia Morra; E. Tedeschi; P. Pantano; S. Cocozza

doi:10.3174/ajnr.A7274

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A Combined Radiomics and Machine Learning Approach to Overcome the Clinicoradiologic Paradox in Multiple Sclerosis

G. Pontillo, S. Tommasin, R. Cuocolo, M. Petracca, N. Petsas, L. Ugga, A. Carotenuto, C. Pozzilli, R. Iodice, R. Lanzillo, M. Quarantelli, V. Brescia Morra, E. Tedeschi, P. Pantano and S. Cocozza

American Journal of Neuroradiology November 2021, 42 (11) 1927-1933; DOI: https://doi.org/10.3174/ajnr.A7274

G. Pontillo

aFrom the Departments of Advanced Biomedical Sciences (G.P., L.U., E.T., S.C.)

bElectrical Engineering and Information Technology (G.P., M.Q.)

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S. Tommasin

fDepartment of Human Neuroscience (S.T., C.P., P.P.), Sapienza University of Rome, Rome, Italy

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R. Cuocolo

cClinical Medicine and Surgery (R.C.)

dLaboratory of Augmented Reality for Health Monitoring (R.C.)

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M. Petracca

eDepartment of Electrical Engineering and Information Technology, and Department of Neurosciences and Reproductive and Odontostomatological Sciences (M.P., A.C., R.I., R.L., V.B.M.), University of Naples “Federico II,” Naples, Italy

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N. Petsas

gIstituto di Ricovero e Cura a Carattere Scientifico Istituto Neurologico Mediterraneo (N.P., P.P.), Pozzilli, Italy

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L. Ugga

aFrom the Departments of Advanced Biomedical Sciences (G.P., L.U., E.T., S.C.)

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A. Carotenuto

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C. Pozzilli

fDepartment of Human Neuroscience (S.T., C.P., P.P.), Sapienza University of Rome, Rome, Italy

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R. Iodice

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R. Lanzillo

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M. Quarantelli

bElectrical Engineering and Information Technology (G.P., M.Q.)

hInstitute of Biostructure and Bioimaging (M.Q.), National Research Council, Naples, Italy

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V. Brescia Morra

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E. Tedeschi

aFrom the Departments of Advanced Biomedical Sciences (G.P., L.U., E.T., S.C.)

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P. Pantano

fDepartment of Human Neuroscience (S.T., C.P., P.P.), Sapienza University of Rome, Rome, Italy

gIstituto di Ricovero e Cura a Carattere Scientifico Istituto Neurologico Mediterraneo (N.P., P.P.), Pozzilli, Italy

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S. Cocozza

aFrom the Departments of Advanced Biomedical Sciences (G.P., L.U., E.T., S.C.)

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G. Pontillo, S. Tommasin, R. Cuocolo, M. Petracca, N. Petsas, L. Ugga, A. Carotenuto, C. Pozzilli, R. Iodice, R. Lanzillo, M. Quarantelli, V. Brescia Morra, E. Tedeschi, P. Pantano, S. Cocozza

A Combined Radiomics and Machine Learning Approach to Overcome the Clinicoradiologic Paradox in Multiple Sclerosis

American Journal of Neuroradiology Nov 2021, 42 (11) 1927-1933; DOI: 10.3174/ajnr.A7274

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A Combined Radiomics and Machine Learning Approach to Overcome the Clinicoradiologic Paradox in Multiple Sclerosis

G. Pontillo, S. Tommasin, R. Cuocolo, M. Petracca, N. Petsas, L. Ugga, A. Carotenuto, C. Pozzilli, R. Iodice, R. Lanzillo, M. Quarantelli, V. Brescia Morra, E. Tedeschi, P. Pantano, S. Cocozza

American Journal of Neuroradiology Nov 2021, 42 (11) 1927-1933; DOI: 10.3174/ajnr.A7274

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