{"id":"https://openalex.org/W2002212330","doi":"https://doi.org/10.1016/j.neuroimage.2011.12.070","title":"Multivariate pattern classification of gray matter pathology in multiple sclerosis","display_name":"Multivariate pattern classification of gray matter pathology in multiple sclerosis","publication_year":2012,"publication_date":"2012-01-05","ids":{"openalex":"https://openalex.org/W2002212330","doi":"https://doi.org/10.1016/j.neuroimage.2011.12.070","mag":"2002212330","pmid":"https://pubmed.ncbi.nlm.nih.gov/22245259"},"language":"en","primary_location":{"id":"doi:10.1016/j.neuroimage.2011.12.070","doi":"https://doi.org/10.1016/j.neuroimage.2011.12.070","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2011.12.070","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","doyens","jufo-3","ki-jl-1","medline","norway-2","poland-140","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044461436","display_name":"Kerstin Bendfeldt","orcid":"https://orcid.org/0000-0003-2110-8195","observed_orcids":["https://orcid.org/0000-0003-2110-8195"]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Kerstin Bendfeldt","raw_affiliation_strings":["Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007738782","display_name":"Stefan Kl\u00f6ppel","orcid":"https://orcid.org/0000-0001-6452-9964","observed_orcids":["https://orcid.org/0000-0001-6452-9964"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stefan Kl\u00f6ppel","raw_affiliation_strings":["Department of Psychiatry and Psychotherapy, Freiburg Brain Imaging, Hauptstrasse 5, 79104 Freiburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Psychotherapy, Freiburg Brain Imaging, Hauptstrasse 5, 79104 Freiburg, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056453682","display_name":"Thomas E. Nichols","orcid":"https://orcid.org/0000-0002-4516-5103","observed_orcids":["https://orcid.org/0000-0002-4516-5103"]},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas E. Nichols","raw_affiliation_strings":["Department of Statistics and Warwick Manufacturing Group, University of Warwick, Coventry, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics and Warwick Manufacturing Group, University of Warwick, Coventry, United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085440446","display_name":"Renata Smieskova","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Renata Smieskova","raw_affiliation_strings":["Department of Psychiatry, c/o University Hospital Basel, University of Basel, CH-4031 Basel, Switzerland","Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, c/o University Hospital Basel, University of Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I1850255","https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087121822","display_name":"Pascal K\u00fcster","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Pascal Kuster","raw_affiliation_strings":["Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108084744","display_name":"Stefan Traud","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Stefan Traud","raw_affiliation_strings":["Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056420607","display_name":"Nicole Mueller\u2010Lenke","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Nicole Mueller-Lenke","raw_affiliation_strings":["Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020018472","display_name":"Yvonne Naegelin","orcid":"https://orcid.org/0000-0002-1315-4100","observed_orcids":["https://orcid.org/0000-0002-1315-4100"]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Yvonne Naegelin","raw_affiliation_strings":["Department of Neurology, University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054874316","display_name":"Ludwig Kappos","orcid":"https://orcid.org/0000-0003-4175-5509","observed_orcids":["https://orcid.org/0000-0003-4175-5509"]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ludwig Kappos","raw_affiliation_strings":["Department of Neurology, University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056248102","display_name":"Ernst\u2010Wilhelm Radue","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ernst-Wilhelm Radue","raw_affiliation_strings":["Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081904403","display_name":"Stefan Borgwardt","orcid":"https://orcid.org/0000-0002-5792-3987","observed_orcids":["https://orcid.org/0000-0002-5792-3987"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH","GB"],"is_corresponding":true,"raw_author_name":"Stefan J. Borgwardt","raw_affiliation_strings":["Department of Psychiatry, c/o University Hospital Basel, University of Basel, CH-4031 Basel, Switzerland","Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","Section of Neuroimaging, King's College London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, c/o University Hospital Basel, University of Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I1850255","https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Image Analysis Center (MIAC), University Hospital Basel, CH-4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Section of Neuroimaging, King's College London, UK","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5081904403"],"corresponding_institution_ids":["https://openalex.org/I183935753","https://openalex.org/I1850255","https://openalex.org/I2802542264"],"apc_list":{"value":3540,"currency":"USD","value_usd":3540},"apc_paid":null,"fwci":4.3757,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.94200165,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"60","issue":"1","first_page":"400","last_page":"408"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"multiple sclerosis","score":1.0},{"id":"https://openalex.org/keywords/gray-matter-pathology","display_name":"gray matter pathology","score":0.9620000123977661},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8330000042915344},{"id":"https://openalex.org/keywords/multivariate-pattern-classification","display_name":"multivariate pattern classification","score":0.9210000038146973},{"id":"https://openalex.org/keywords/benign-multiple-sclerosis","display_name":"benign multiple sclerosis","score":0.5270000100135803},{"id":"https://openalex.org/keywords/white-matter-lesion-load","display_name":"white matter lesion load","score":0.8740000128746033},{"id":"https://openalex.org/keywords/thalamus","display_name":"thalamus","score":0.7789999842643738},{"id":"https://openalex.org/keywords/caudate-nucleus","display_name":"caudate nucleus","score":0.9879999756813049},{"id":"https://openalex.org/keywords/cortical-gray-matter","display_name":"cortical gray matter","score":0.800000011920929},{"id":"https://openalex.org/keywords/t1-weighted-mri","display_name":"T1-weighted imaging","score":0.7319999933242798}],"concepts":[{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.685016393661499},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.6623836755752563},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.6501586437225342},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.6095611453056335},{"id":"https://openalex.org/C2781192897","wikidata":"https://www.wikidata.org/wiki/Q822050","display_name":"White matter","level":3,"score":0.6036913394927979},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.5606973767280579},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5132045745849609},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5114535093307495},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.4604978561401367},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4578494131565094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4135914146900177},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.4002300500869751},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37638962268829346},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.3312511444091797},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2592208683490753},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24412202835083008},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.21775329113006592},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.08987939357757568},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.neuroimage.2011.12.070","doi":"https://doi.org/10.1016/j.neuroimage.2011.12.070","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2011.12.070","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","doyens","jufo-3","ki-jl-1","medline","norway-2","poland-140","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},{"id":"pmid:22245259","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22245259","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"Journal Article"},{"id":"pmh:oai:kclpure.kcl.ac.uk:publications/b8a8efe3-b696-486c-af07-b2467dd02b3a","doi":null,"is_oa":false,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/b8a8efe3-b696-486c-af07-b2467dd02b3a","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bendfeldt, K, Kloeppel, S, Nichols, T E, Smieskova, R, Kuster, P, Traud, S, Mueller-Lenke, N, Naegelin, Y, Kappos, L, Radue, E-W & Borgwardt, S J 2012, 'Multivariate pattern classification of gray matter pathology in multiple sclerosis', NeuroImage, vol. 60, no. 1, pp. 400 - 408. https://doi.org/10.1016/j.neuroimage.2011.12.070","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9476000070571899}],"sustainable_development_goals_aurora":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4300000071525574}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":89,"referenced_works":["https://openalex.org/W74349691","https://openalex.org/W1270085290","https://openalex.org/W1600907624","https://openalex.org/W1964025990","https://openalex.org/W1964824662","https://openalex.org/W1964940342","https://openalex.org/W1968810687","https://openalex.org/W1977455820","https://openalex.org/W1979062697","https://openalex.org/W1984190937","https://openalex.org/W1987039040","https://openalex.org/W1988193785","https://openalex.org/W1990862674","https://openalex.org/W1992656196","https://openalex.org/W1992967362","https://openalex.org/W1994256760","https://openalex.org/W1995670651","https://openalex.org/W1997024092","https://openalex.org/W1997390910","https://openalex.org/W2001830552","https://openalex.org/W2005127900","https://openalex.org/W2005576388","https://openalex.org/W2010140396","https://openalex.org/W2012267789","https://openalex.org/W2012934594","https://openalex.org/W2013370381","https://openalex.org/W2014423835","https://openalex.org/W2016740629","https://openalex.org/W2017289926","https://openalex.org/W2019161608","https://openalex.org/W2028291812","https://openalex.org/W2029226538","https://openalex.org/W2030941317","https://openalex.org/W2039087703","https://openalex.org/W2041444659","https://openalex.org/W2042589430","https://openalex.org/W2046965150","https://openalex.org/W2047062145","https://openalex.org/W2047878769","https://openalex.org/W2048466191","https://openalex.org/W2051569147","https://openalex.org/W2051597264","https://openalex.org/W2056035907","https://openalex.org/W2056796322","https://openalex.org/W2077807293","https://openalex.org/W2079484785","https://openalex.org/W2080187178","https://openalex.org/W2083934855","https://openalex.org/W2086863965","https://openalex.org/W2087589796","https://openalex.org/W2093449419","https://openalex.org/W2097942023","https://openalex.org/W2098782906","https://openalex.org/W2101000495","https://openalex.org/W2101239204","https://openalex.org/W2102345898","https://openalex.org/W2105037799","https://openalex.org/W2106192626","https://openalex.org/W2106649915","https://openalex.org/W2107548206","https://openalex.org/W2112932895","https://openalex.org/W2113570523","https://openalex.org/W2116135717","https://openalex.org/W2117072734","https://openalex.org/W2120111102","https://openalex.org/W2122457494","https://openalex.org/W2125562121","https://openalex.org/W2126350472","https://openalex.org/W2135277857","https://openalex.org/W2135667009","https://openalex.org/W2135900660","https://openalex.org/W2136618970","https://openalex.org/W2138779588","https://openalex.org/W2141185335","https://openalex.org/W2143947644","https://openalex.org/W2144946000","https://openalex.org/W2145035124","https://openalex.org/W2154286200","https://openalex.org/W2155607477","https://openalex.org/W2157952403","https://openalex.org/W2162705189","https://openalex.org/W2171831801","https://openalex.org/W2298502938","https://openalex.org/W4242615169","https://openalex.org/W4285719527","https://openalex.org/W6641275473","https://openalex.org/W6678531527","https://openalex.org/W6682666553","https://openalex.org/W6682936292"],"related_works":["https://openalex.org/W1828158523","https://openalex.org/W2049578243","https://openalex.org/W2122079181","https://openalex.org/W2000145235","https://openalex.org/W1985848810","https://openalex.org/W2889939530","https://openalex.org/W2399195672","https://openalex.org/W3121881699","https://openalex.org/W2748838164","https://openalex.org/W2066015000"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":5},{"year":2012,"cited_by_count":5}],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2025-10-10T00:00:00"}