Longitudinal machine learning modeling of MS patient trajectories improves predictions of disability progression (vol 208, 106180, 2021)

Por: De Brouwer, E, Becker, T, Moreau, Y, Havrdova, EK, Trojano, M, Eichau, S, Ozakbas, S, Onofrj, M, Grammond, P, Kuhle, J, Kappos, L, Sola, P, Cartechini, E, Lechner-Scott, J, Alroughani, R, Gerlach, O, Kalincik, T, Granella, F, Grand'Maison, F, Bergamaschi, R, Sa, MJ, Van Wijmeersch, B, Soysal, A, Sanchez-Menoyo, JL, Solaro, C, Boz, C, Iuliano, G, Buzzard, K, Aguera-Morales, E, Terzi, M, Trivio, TC, Spitaleri, D, Van Pesch, V, Shaygannejad, V, Moore, F, Oreja-Guevara, C, Maimone, D, Gouider, R, Csepany, T, Ramo-Tello, C and Peeters, L

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Publicada: 1 ene 2022 Ahead of Print: 1 nov 2021

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Filiaciones:
De Brouwer, E:
 Katholieke Univ Leuven, ESAT STADIUS, B-3001 Leuven, Belgium

Becker, T:
 Hasselt Univ, Data Sci Inst, I Biostat, Diepenbeek, Belgium

Moreau, Y:
 Katholieke Univ Leuven, ESAT STADIUS, B-3001 Leuven, Belgium

Havrdova, EK:
 Charles Univ Prague, Prague Gen Univ Hosp, Prague, Czech Republic

Trojano, M:
 Univ Bari, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy

Eichau, S:
 Hosp Univ Virgen Macarena, Seville, Spain

Ozakbas, S:
 Dokuz Eylul Univ, Konak Izmir, Turkey

Onofrj, M:
 Univ G dAnnunzio, Chieti, Italy

Grammond, P:
 CISSS Chaudire Appalache, Levis, PQ, Canada

Kuhle, J:
 Univ Basel, Univ Basel Hosp, MS Ctr, Neurol Clin & Policlin, Basel, Switzerland

 Univ Basel, Univ Basel Hosp, Res Ctr Clin Neuroimmunol & Neurosci Basel RC2NB, Basel, Switzerland

Kappos, L:
 Univ Basel, Univ Basel Hosp, MS Ctr, Neurol Clin & Policlin, Basel, Switzerland

 Univ Basel, Univ Basel Hosp, Res Ctr Clin Neuroimmunol & Neurosci Basel RC2NB, Basel, Switzerland

Sola, P:
 Azienda Osped Univ, Modena, Italy

Cartechini, E:
 Azienda Sanitaria Unica Reg Marche AV3, Macerata, Italy

Lechner-Scott, J:
 Univ Newcastle, Newcastle, NSW, Australia

Alroughani, R:
 Amiri Hosp, Sharq, Kuwait

Gerlach, O:
 Zuyderland Ziekenhuis, Sittard, Netherlands

Kalincik, T:
 Royal Melbourne Hosp, Dept Neurol, Melbourne MS Ctr, Melbourne, Vic, Australia

 Univ Melbourne, Dept Med, CORe, Melbourne, Vic, Australia

Granella, F:
 Univ Parma, Parma, Italy

Grand'Maison, F:
 Neuro Rive Sud, Quebec City, PQ, Canada

Bergamaschi, R:
 IRCCS Mondino Fdn, Pavia, Italy

Sa, MJ:
 Ctr Hosp Univ So Joo, Dept Neurol, Porto, Portugal

 Univ Fernando Pessoa, Porto, Portugal

Van Wijmeersch, B:
 Hasselt Univ, Rehabil & MS Ctr Overpelt, Hasselt, Belgium

Soysal, A:
 Bakirkoy Educ & Res Hosp Psychiat & Neurol Dis, Istanbul, Turkey

Sanchez-Menoyo, JL:
 Hosp Galdakao Usansolo, Galdakao, Spain

Solaro, C:
 Mons L Novarese Hosp, Dept Rehabil, Moncrivello, Italy

Boz, C:
 Farabi Hosp, KTU Med Fac, Trabzon, Turkey

Iuliano, G:
 Osped Riuniti Salerno, Salerno, Italy

Buzzard, K:
 Box Hill Hosp, Melbourne, Vic, Australia

Aguera-Morales, E:
 Univ Hosp Reina Sofia, Cordoba, Spain

 Clin Univ St Luc, Brussels, Belgium

Terzi, M:
 19 Mayis Univ, Samsun, Turkey

Trivio, TC:
 Hosp Univ Donostia, San Sebastain, Spain

Spitaleri, D:
 Azienda Osped Rilievo Nazl San Giuseppe Moscati A, Avellino, Italy

Shaygannejad, V:
 Isfahan Univ Med Sci, Isfahan Neurosci Res Ctr, Esfahan, Iran

Moore, F:
 Jewish Gen Hosp, Montreal, PQ, Canada

Oreja-Guevara, C:
 Hosp Clin San Carlos, Madrid, Spain

Maimone, D:
 Garibaldi Hosp, Catania, Italy

Gouider, R:
 Razi Hosp, Manouba, Tunisia

Csepany, T:
 Univ Debrecen, Debrecen, Hungary

:
 Hosp Badalona Germans Trias & Pujol, Badalona, Spain

Peeters, L:
 Hasselt Univ, Data Sci Inst, I Biostat, Diepenbeek, Belgium

 Hasselt Univ, Biomed Res Inst, Dept Immunol, B-3590 Diepenbeek, Belgium