{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T06:28:07Z","timestamp":1774938487714,"version":"3.50.1"},"reference-count":39,"publisher":"Informa UK Limited","issue":"3","funder":[{"DOI":"10.13039\/501100000261","name":"Multiple Sclerosis Society of Canada","doi-asserted-by":"publisher","award":["Identifier: NCT00666887"],"award-info":[{"award-number":["Identifier: NCT00666887"]}],"id":[{"id":"10.13039\/501100000261","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000261","name":"Multiple Sclerosis Society of Canada","doi-asserted-by":"publisher","award":["NCT00666887"],"award-info":[{"award-number":["NCT00666887"]}],"id":[{"id":"10.13039\/501100000261","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000038","name":"Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","award":["RGPIN 402202-12"],"award-info":[{"award-number":["RGPIN 402202-12"]}],"id":[{"id":"10.13039\/501100000038","id-type":"DOI","asserted-by":"publisher"}]},{"name":"endMS Doctoral Studentship Award from the Multiple Sclerosis Society of Canada","award":["NCT00666887"],"award-info":[{"award-number":["NCT00666887"]}]},{"name":"endMS Doctoral Studentship Award from the Multiple Sclerosis Society of Canada","award":["MS Society Project Number 2739"],"award-info":[{"award-number":["MS Society Project Number 2739"]}]}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization"],"published-print":{"date-parts":[[2019,5,4]]},"DOI":"10.1080\/21681163.2017.1356750","type":"journal-article","created":{"date-parts":[[2017,8,9]],"date-time":"2017-08-09T07:13:39Z","timestamp":1502262819000},"page":"250-259","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":49,"title":["Deep learning of brain lesion patterns and user-defined clinical and MRI features for predicting conversion to multiple sclerosis from clinically isolated syndrome"],"prefix":"10.1080","volume":"7","author":[{"given":"Youngjin","family":"Yoo","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of British Columbia , Vancouver, Canada."},{"name":"Biomedical Engineering Program, University of British Columbia , Vancouver, Canada."},{"name":"MS\/MRI Research Group, University of British Columbia , Vancouver, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lisa Y. W.","family":"Tang","sequence":"additional","affiliation":[{"name":"Department of Radiology, University of British Columbia , Vancouver, Canada."},{"name":"MS\/MRI Research Group, University of British Columbia , Vancouver, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David K. B.","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Radiology, University of British Columbia , Vancouver, Canada."},{"name":"MS\/MRI Research Group, University of British Columbia , Vancouver, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luanne","family":"Metz","sequence":"additional","affiliation":[{"name":"Division of Neurology, University of Calgary , Calgary, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shannon","family":"Kolind","sequence":"additional","affiliation":[{"name":"Division of Neurology, University of British Columbia , Vancouver, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anthony L.","family":"Traboulsee","sequence":"additional","affiliation":[{"name":"Division of Neurology, University of British Columbia , Vancouver, Canada."},{"name":"MS\/MRI Research Group, University of British Columbia , Vancouver, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Roger C.","family":"Tam","sequence":"additional","affiliation":[{"name":"Biomedical Engineering Program, University of British Columbia , Vancouver, Canada."},{"name":"Department of Radiology, University of British Columbia , Vancouver, Canada."},{"name":"MS\/MRI Research Group, University of British Columbia , Vancouver, Canada."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2017,8,9]]},"reference":[{"key":"CIT0001","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2016.02.079"},{"key":"CIT0002","doi-asserted-by":"publisher","DOI":"10.1093\/brain\/120.11.2059"},{"key":"CIT0003","doi-asserted-by":"publisher","DOI":"10.1145\/2666652.2666662"},{"key":"CIT0004","first-page":"1","volume":"128","author":"Bishop CM","year":"2006","journal-title":"Mach Learn"},{"key":"CIT0005","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"CIT0006","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10470-6_58"},{"key":"CIT0007","volume-title":"cuDNN: efficient primitives for deep learning","author":"Chetlur S","year":"2014"},{"key":"CIT0008","doi-asserted-by":"publisher","DOI":"10.1177\/1352458511426740"},{"key":"CIT0009","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-35289-8_11"},{"key":"CIT0010","doi-asserted-by":"publisher","DOI":"10.1212\/WNL.0b013e31827debeb"},{"key":"CIT0011","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.123"},{"key":"CIT0012","volume-title":"Batch normalization: Accelerating deep network training by reducing internal covariate shift","author":"Ioffe S","year":"2015"},{"key":"CIT0013","doi-asserted-by":"publisher","DOI":"10.1212\/WNL.33.11.1444"},{"key":"CIT0014","doi-asserted-by":"publisher","DOI":"10.1097\/NEN.0b013e31827bced3"},{"key":"CIT0015","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"CIT0016","doi-asserted-by":"publisher","DOI":"10.1145\/2001269.2001295"},{"key":"CIT0017","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2014.2372011"},{"key":"CIT0018","volume-title":"International Conference on Machine Learning","volume":"30","author":"Maas AL","year":"2013"},{"key":"CIT0019","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2003.1177156"},{"key":"CIT0020","doi-asserted-by":"publisher","DOI":"10.1098\/rstb.2001.0915"},{"key":"CIT0021","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2010.2055865"},{"key":"CIT0022","doi-asserted-by":"publisher","DOI":"10.3174\/ajnr.A3954"},{"key":"CIT0023","volume-title":"Neural networks: tricks of the trade","author":"Orr GB","year":"2012"},{"key":"CIT0024","doi-asserted-by":"publisher","DOI":"10.1016\/S1474-4422(06)70581-6"},{"key":"CIT0025","doi-asserted-by":"publisher","DOI":"10.1002\/ana.22366"},{"key":"CIT0026","doi-asserted-by":"publisher","DOI":"10.1002\/ana.20703"},{"key":"CIT0027","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-35289-8_5"},{"key":"CIT0028","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-35289-8_39"},{"key":"CIT0029","doi-asserted-by":"publisher","DOI":"10.1177\/135245850000600601"},{"issue":"1","key":"CIT0030","first-page":"1929","volume":"15","author":"Srivastava N","year":"2014","journal-title":"J Mach Learn Res"},{"key":"CIT0031","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2014.06.077"},{"key":"CIT0032","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2016.2535302"},{"key":"CIT0033","volume-title":"Theano: a Python framework for fast computation of mathematical expressions","author":"Theano Development Team","year":"2016"},{"key":"CIT0034","doi-asserted-by":"publisher","DOI":"10.1212\/01.wnl.0000237354.10144.ec"},{"issue":"1","key":"CIT0035","first-page":"3221","volume":"15","author":"Van Der Maaten L","year":"2014","journal-title":"J Mach Learn Res"},{"key":"CIT0036","doi-asserted-by":"publisher","DOI":"10.1016\/j.nicl.2014.11.021"},{"key":"CIT0037","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46723-8_14"},{"key":"CIT0038","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46976-8_10"},{"key":"CIT0039","volume-title":"ADADELTA: an adaptive learning rate method","author":"Zeiler M","year":"2012"}],"container-title":["Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/21681163.2017.1356750","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,14]],"date-time":"2019-05-14T05:23:10Z","timestamp":1557811390000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/21681163.2017.1356750"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,9]]},"references-count":39,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2018,10,15]]},"published-print":{"date-parts":[[2019,5,4]]}},"alternative-id":["10.1080\/21681163.2017.1356750"],"URL":"https:\/\/doi.org\/10.1080\/21681163.2017.1356750","relation":{},"ISSN":["2168-1163","2168-1171"],"issn-type":[{"value":"2168-1163","type":"print"},{"value":"2168-1171","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,8,9]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tciv20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tciv20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2017-01-31","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2017-07-11","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2017-08-09","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}