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

被引：3

作者：

De Brouwer, Edward ^{[1
]}

Becker, Thijs ^{[2
]}

Moreau, Yves ^{[1
]}

Havrdova, Eva Kubala ^{[4
]}

Trojano, Maria ^{[5
]}

Eichau, Sara ^{[6
]}

Ozakbas, Serkan ^{[7
]}

Onofrj, Marco ^{[8
]}

Grammond, Pierre ^{[9
]}

Kuhle, Jens ^{[10
,11
]}

Kappos, Ludwig ^{[10
,11
]}

Sola, Patrizia ^{[12
]}

Cartechini, Elisabetta ^{[13
]}

Lechner-Scott, Jeannette ^{[14
]}

Alroughani, Raed ^{[15
]}

Gerlach, Oliver ^{[16
]}

Kalincik, Tomas ^{[17
,18
]}

Granella, Franco ^{[19
]}

Grand'Maison, Francois ^{[20
]}

Bergamaschi, Roberto ^{[21
]}

Sa, Maria Jose ^{[22
,23
]}

Van Wijmeersch, Bart ^{[24
]}

Soysal, Aysun ^{[25
]}

Sanchez-Menoyo, Jose Luis ^{[26
]}

Solaro, Claudio ^{[27
]}

Boz, Cavit ^{[28
]}

Iuliano, Gerardo ^{[29
]}

Buzzard, Katherine ^{[30
]}

Aguera-Morales, Eduardo ^{[31
,35
]}

Terzi, Murat ^{[32
]}

Trivio, Tamara Castillo ^{[33
]}

Spitaleri, Daniele ^{[34
]}

Van Pesch, Vincent

Shaygannejad, Vahid ^{[36
]}

Moore, Fraser ^{[37
]}

Oreja-Guevara, Celia ^{[38
]}

Maimone, Davide ^{[39
]}

Gouider, Riadh ^{[40
]}

Csepany, Tunde ^{[41
]}

Ramo-Tello, Cristina ^{[42
]}

Peeters, Liesbet ^{[2
,3
]}

机构：

[1] Katholieke Univ Leuven, ESAT STADIUS, B-3001 Leuven, Belgium

[2] Hasselt Univ, Data Sci Inst, I Biostat, Diepenbeek, Belgium

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

[4] Charles Univ Prague, Prague Gen Univ Hosp, Prague, Czech Republic

[5] Univ Bari, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy

[6] Hosp Univ Virgen Macarena, Seville, Spain

[7] Dokuz Eylul Univ, Konak Izmir, Turkey

[8] Univ G DAnnunzio, Chieti, Italy

[9] CISSS Chaudire Appalache, Levis, PQ, Canada

[10] Univ Basel, Univ Basel Hosp, MS Ctr, Neurol Clin & Policlin, Basel, Switzerland

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

[12] Azienda Osped Univ, Modena, Italy

[13] Azienda Sanitaria Unica Reg Marche AV3, Macerata, Italy

[14] Univ Newcastle, Newcastle, NSW, Australia

[15] Amiri Hosp, Sharq, Kuwait

[16] Zuyderland Ziekenhuis, Sittard, Netherlands

[17] Royal Melbourne Hosp, Dept Neurol, Melbourne MS Ctr, Melbourne, Vic, Australia

[18] Univ Melbourne, Dept Med, CORE, Melbourne, Vic, Australia

[19] Univ Parma, Parma, Italy

[20] Neuro Rive Sud, Quebec City, PQ, Canada

[21] IRCCS Mondino Fdn, Pavia, Italy

[22] Ctr Hosp Univ So Joo, Dept Neurol, Porto, Portugal

[23] Univ Fernando Pessoa, Porto, Portugal

[24] Hasselt Univ, Rehabil & MS Ctr Overpelt, Hasselt, Belgium

[25] Bakirkoy Educ & Res Hosp Psychiat & Neurol Dis, Istanbul, Turkey

[26] Hosp Galdakao Usansolo, Galdakao, Spain

[27] Mons L Novarese Hosp, Dept Rehabil, Moncrivello, Italy

[28] Farabi Hosp, KTU Med Fac, Trabzon, Turkey

[29] Osped Riuniti Salerno, Salerno, Italy

[30] Box Hill Hosp, Melbourne, Vic, Australia

[31] Univ Hosp Reina Sofia, Cordoba, Spain

[32] 19 Mayis Univ, Samsun, Turkey

[33] Hosp Univ Donostia, San Sebastain, Spain

[34] Azienda Osped Rilievo Nazl San Giuseppe Moscati A, Avellino, Italy

[35] Clin Univ St Luc, Brussels, Belgium

[36] Isfahan Univ Med Sci, Isfahan Neurosci Res Ctr, Esfahan, Iran

[37] Jewish Gen Hosp, Montreal, PQ, Canada

[38] Hosp Clin San Carlos, Madrid, Spain

[39] Garibaldi Hosp, Catania, Italy

[40] Razi Hosp, Manouba, Tunisia

[41] Univ Debrecen, Debrecen, Hungary

[42] Hosp Badalona Germans Trias & Pujol, Badalona, Spain

来源：

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE | 2022年 / 213卷

关键词：

D O I：

10.1016/j.cmpb.2021.106479

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

引用

页数：3

共 1 条

[1] Longitudinal machine learning modeling of MS patient trajectories improves predictions of disability progression [J].

De Brouwer, Edward ;

Becker, Thijs ;

Moreau, Yves ;

Havrdova, Eva Kubala ;

Trojano, Maria ;

Eichau, Sara ;

Ozakbas, Serkan ;

Onofrj, Marco ;

Grammond, Pierre ;

Kuhle, Jens ;

Kappos, Ludwig ;

Sola, Patrizia ;

Cartechini, Elisabetta ;

Lechner-Scott, Jeannette ;

Alroughani, Raed ;

Gerlach, Oliver ;

Kalincik, Tomas ;

Granella, Franco ;

Grand'Maison, Francois ;

Bergamaschi, Roberto ;

Sa, Maria Jose ;

Van Wijmeersch, Bart ;

Soysal, Aysun ;

Luis Sanchez-Menoyo, Jose ;

Solaro, Claudio ;

Boz, Cavit ;

Iuliano, Gerardo ;

Buzzard, Katherine ;

Aguera-Morales, Eduardo ;

Terzi, Murat ;

Castillo Trivio, Tamara ;

Spitaleri, Daniele ;

Van Pesch, Vincent ;

Shaygannejad, Vahid ;

Moore, Fraser ;

Oreja-Guevara, Celia ;

Maimone, Davide ;

Gouider, Riadh ;

Csepany, Tunde ;

Ramo-Tello, Cristina ;

Peeters, Liesbet .

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2021, 208

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