换一批
换一批Machine-learning-based prediction of disability progression in multiple sclerosis: An observational, international, multi-center study.
作者：
Edward,De Brouwer [1]
;
Thijs,Becker [2]
;
Lorin,Werthen-Brabants [3]
;
Pieter,Dewulf [4]
;
Dimitrios,Iliadis [4]
;
Cathérine,Dekeyser [5]
;
Guy,Laureys [6]
;
Bart,Van Wijmeersch [7]
;
Veronica,Popescu [7]
;
Tom,Dhaene [3]
;
Dirk,Deschrijver [3]
;
Willem,Waegeman [4]
;
Bernard,De Baets [4]
;
Michiel,Stock [8]
;
Dana,Horakova [9]
;
Francesco,Patti [10]
;
Guillermo,Izquierdo [11]
;
Sara,Eichau [11]
;
Marc,Girard [12]
;
Alexandre,Prat [12]
;
Alessandra,Lugaresi [13]
;
Pierre,Grammond [14]
;
Tomas,Kalincik [15]
;
Raed,Alroughani [16]
;
Francois,Grand'Maison [17]
;
Olga,Skibina [18]
;
Murat,Terzi [19]
;
Jeannette,Lechner-Scott [20]
;
Oliver,Gerlach [21]
;
Samia J,Khoury [22]
;
Elisabetta,Cartechini [23]
;
Vincent,Van Pesch [24]
;
Maria José,Sà [25]
;
Bianca,Weinstock-Guttman [26]
;
Yolanda,Blanco [27]
;
Radek,Ampapa [28]
;
Daniele,Spitaleri [29]
;
Claudio,Solaro [30]
;
Davide,Maimone [31]
;
Aysun,Soysal [32]
;
Gerardo,Iuliano [33]
;
Riadh,Gouider [34]
;
Tamara,Castillo-Triviño [35]
;
José Luis,Sánchez-Menoyo [36]
;
Guy,Laureys [37]
;
Anneke,van der Walt [38]
;
Jiwon,Oh [39]
;
Eduardo,Aguera-Morales [40]
;
Ayse,Altintas [41]
;
Abdullah,Al-Asmi [42]
;
Koen,de Gans [43]
;
Yara,Fragoso [44]
;
Tunde,Csepany [45]
;
Suzanne,Hodgkinson [46]
;
Norma,Deri [47]
;
Talal,Al-Harbi [48]
;
Bruce,Taylor [49]
;
Orla,Gray [50]
;
Patrice,Lalive [51]
;
Csilla,Rozsa [52]
;
Chris,McGuigan [53]
;
Allan,Kermode [54]
;
Angel Pérez,Sempere [55]
;
Simu,Mihaela [56]
;
Magdolna,Simo [57]
;
Todd,Hardy [58]
;
Danny,Decoo [59]
;
Stella,Hughes [60]
;
Nikolaos,Grigoriadis [61]
;
Attila,Sas [62]
;
Norbert,Vella [63]
;
Yves,Moreau [1]
;
Liesbet,Peeters [64]
作者单位：
ESAT-STADIUS, KU Leuven, Belgium.
[1]
I-Biostat, Hasselt University, Belgium.;Data Science Institute, Hasselt University, Belgium.
[2]
SUMO, IDLAB, Ghent University - imec, Belgium.
[3]
KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, Belgium.
[4]
Department of Neurology, Ghent University, Belgium.;4 Brain, Ghent University, Belgium.;Biomedical Research Institute, Hasselt University, Belgium.
[5]
Department of Neurology, Ghent University, Belgium.;4 Brain, Ghent University, Belgium.
[6]
Noorderhart ziekenhuizen Pelt, Belgium.;Universitair MS Centrum Hasselt-Pelt, Belgium.
[7]
KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, Belgium.;Biobix, Department of Data Analysis and Mathematical Modelling, Ghent University, Belgium.
[8]
Charles University in Prague and General University Hospital, Prague, Czech Republic.
[9]
Department of Medical and Surgical Sciences and Advanced Technologies, GF Ingrassia, Catania, Italy.
[10]
Hospital Universitario Virgen Macarena, Sevilla, Spain.
[11]
CHUM and Université de Montreal, Montreal, Canada.
[12]
IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italia and Dipartimento di Scienze Biomediche e Neuromotorie, Università di Bologna, Bologna, Italia.
[13]
CISSS Chaudière-Appalache, Levis, Canada.
[14]
Melbourne MS Centre, Department of Neurology, Royal Melbourne Hospital, Melbourne, Australia.;CORe, Department of Medicine, University of Melbourne, Melbourne, Australia.
[15]
Amiri Hospital, Sharq, Kuwait.
[16]
Neuro Rive-Sud, Quebec, Canada.
[17]
Box Hill Hospital, Melbourne, Australia.
[18]
19 Mayis University, Samsun, Turkey.
[19]
University Newcastle, Newcastle, Australia.
[20]
Academic MS Center Zuyderland, Department of Neurology, Zuyderland Medical Center, Sittard-Geleen, The Netherlands.;School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands.
[21]
American University of Beirut Medical Center, Beirut, Lebanon.
[22]
Azienda Sanitaria Unica Regionale Marche - AV3, Macerata, Italy.
[23]
Cliniques Universitaires Saint-Luc, Brussels, Belgium.
[24]
Centro Hospitalar Universitario de Sao Joao, Porto, Portugal.
[25]
Department of Neurology, Buffalo General Medical Center, Buffalo, United States of America.
[26]
Hospital Clinic de Barcelona, Barcelona, Spain.
[27]
Nemocnice Jihlava, Jihlava, Czech Republic.
[28]
Azienda Ospedaliera di Rilievo Nazionale San Giuseppe Moscati Avellino, Avellino, Italy.
[29]
Dept. of Rehabilitation, CRFF Mons. Luigi Novarese, Moncrivello, Italy.
[30]
MS center, UOC Neurologia, ARNAS Garibaldi, Catania, Italy.
[31]
Bakirkoy Education and Research Hospital for Psychiatric and Neurological Diseases, Istanbul, Turkey.
[32]
Ospedali Riuniti di Salerno, Salerno, Italy.
[33]
Razi Hospital, Manouba, Tunisia.
[34]
Hospital Universitario Donostia, San Sebastián, Spain.
[35]
Hospital de Galdakao-Usansolo, Galdakao, Spain.
[36]
Universitary Hospital Ghent, Ghent, Belgium.
[37]
The Alfred Hospital, Melbourne, Australia.
[38]
St. Michael's Hospital, Toronto, Canada.
[39]
University Hospital Reina Sofia, Cordoba, Spain.
[40]
Koc University, School of Medicine, Istanbul, Turkey.
[41]
College of Medicine & Health Sciences and Sultan Qaboos University Hospital, SQU, Oman.
[42]
Groene Hart Ziekenhuis, Gouda, Netherlands.
[43]
Universidade Metropolitana de Santos, Santos, Brazil.
[44]
University of Debrecen, Debrecen, Hungary.
[45]
Liverpool Hospital, Sydney, Australia.
[46]
Hospital Fernandez, Capital Federal, Argentina.
[47]
King Fahad Specialist Hospital-Dammam, Khobar, Saudi Arabia.
[48]
Royal Hobart Hospital, Hobart, Australia.
[49]
South Eastern HSC Trust, Belfast, United Kingdom.
[50]
Geneva University Hospital, Geneva, Switzerland.
[51]
Jahn Ferenc Teaching Hospital, Budapest, Hungary.
[52]
St Vincent's University Hospital, Dublin, Ireland.
[53]
University of Western Australia, Nedlands, Australia.
[54]
Hospital General Universitario de Alicante, Alicante, Spain.
[55]
Emergency Clinical County Hospital Pius Brinzeu, Timisoara, Romania and University of Medicine and Pharmacy Victor Babes, Timisoara, Romania.
[56]
Semmelweis University Budapest, Budapest, Hungary.
[57]
Concord Repatriation General Hospital, Sydney, Australia.
[58]
AZ Alma Ziekenhuis, Sijsele - Damme, Belgium.
[59]
Royal Victoria Hospital, Belfast, United Kingdom.
[60]
AHEPA University Hospital, Thessaloniki, Greece.
[61]
BAZ County Hospital, Miskolc, Hungary.
[62]
Mater Dei Hospital, Msida, Malta.
[63]
Data Science Institute, Hasselt University, Belgium.;Universitair MS Centrum Hasselt-Pelt, Belgium.
[64]
DOI
10.1371/journal.pdig.0000533
PMID
39052668
发布时间
2024-07-29
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PLOS digital health
PLOS digital health
2024年3卷7期
e0000533页
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