{"id":"https://openalex.org/W2077973068","doi":"https://doi.org/10.1109/isbi.2014.6867855","title":"Elucidating brain connectivity networks in major depressive disorder using classification-based scoring","display_name":"Elucidating brain connectivity networks in major depressive disorder using classification-based scoring","publication_year":2014,"publication_date":"2014-04-01","ids":{"openalex":"https://openalex.org/W2077973068","doi":"https://doi.org/10.1109/isbi.2014.6867855","mag":"2077973068","pmid":"https://pubmed.ncbi.nlm.nih.gov/25580184"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2014.6867855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2014.6867855","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","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/A5101555176","display_name":"Matthew D. Sacchet","orcid":"https://orcid.org/0000-0002-8619-5237"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Matthew D. Sacchet","raw_affiliation_strings":["Neurosciences Program, Stanford University, Stanford, CA, USA ; Department of Psychology, Stanford University, Stanford, CA, USA","Department of Psychology, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Neurosciences Program, Stanford University, Stanford, CA, USA ; Department of Psychology, Stanford University, Stanford, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Psychology, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110762620","display_name":"Gautam Prasad","orcid":"https://orcid.org/0009-0000-0349-5684"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gautam Prasad","raw_affiliation_strings":["Department of Psychology, Stanford University, Stanford, CA, USA ; Imaging Genetics Center, Inst. for Neuroimaging and Informatics, Keck Sch. of Med. of USC, Los Angeles, CA, USA","Department of Psychology, Stanford University, Stanford, CA, USA","Imaging Genetics Center, Keck Sch. of Med. of USC, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Stanford University, Stanford, CA, USA ; Imaging Genetics Center, Inst. for Neuroimaging and Informatics, Keck Sch. of Med. of USC, Los Angeles, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Psychology, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Imaging Genetics Center, Keck Sch. of Med. of USC, Los Angeles, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030767579","display_name":"Lara C. Foland\u2010Ross","orcid":"https://orcid.org/0000-0001-6358-4566"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lara C. Foland-Ross","raw_affiliation_strings":["Department of Psychology, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100606557","display_name":"Paul M. Thompson","orcid":"https://orcid.org/0000-0002-4720-8867"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul M. Thompson","raw_affiliation_strings":["Imaging Genetics Center, Inst. for Neuroimaging and Informatics, Keck Sch. of Med. of USC, Los Angeles, CA, USA","Imaging Genetics Center, Keck Sch. of Med. of USC, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Imaging Genetics Center, Inst. for Neuroimaging and Informatics, Keck Sch. of Med. of USC, Los Angeles, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Imaging Genetics Center, Keck Sch. of Med. of USC, Los Angeles, CA, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055286510","display_name":"Ian H. Gotlib","orcid":"https://orcid.org/0000-0002-3622-3199"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ian H. Gotlib","raw_affiliation_strings":["Neurosciences Program, Stanford University, Stanford, CA, USA ; Department of Psychology, Stanford University, Stanford, CA, USA","Department of Psychology, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Neurosciences Program, Stanford University, Stanford, CA, USA ; Department of Psychology, Stanford University, Stanford, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Psychology, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101555176"],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":1.4083,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.80369455,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"57","issue":null,"first_page":"246","last_page":"249"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"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":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9987999796867371,"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/support-vector-machine","display_name":"Support vector machine","score":0.6539934277534485},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.570704996585846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5238019227981567},{"id":"https://openalex.org/keywords/major-depressive-disorder","display_name":"Major depressive disorder","score":0.5181437730789185},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.508861780166626},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48244935274124146},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3576374053955078},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.320518434047699},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.31466352939605713},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.2857110798358917}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6539934277534485},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.570704996585846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5238019227981567},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.5181437730789185},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.508861780166626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48244935274124146},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3576374053955078},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.320518434047699},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.31466352939605713},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.2857110798358917},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isbi.2014.6867855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2014.6867855","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmid:25580184","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25580184","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,"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":"Proceedings. IEEE International Symposium on Biomedical Imaging","raw_type":null},{"id":"pmh:oai:europepmc.org:3257744","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4287315","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1605474643","https://openalex.org/W1747101780","https://openalex.org/W1965965542","https://openalex.org/W1969959732","https://openalex.org/W1978267922","https://openalex.org/W2011920570","https://openalex.org/W2043195060","https://openalex.org/W2074566255","https://openalex.org/W2074920686","https://openalex.org/W2076380208","https://openalex.org/W2102099319","https://openalex.org/W2110065044","https://openalex.org/W2123464668","https://openalex.org/W2142326570","https://openalex.org/W2167822639","https://openalex.org/W2977883299","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969","https://openalex.org/W2051187167","https://openalex.org/W1980100242"],"abstract_inverted_index":{"Graph":[0],"theory":[1],"is":[2,21],"increasingly":[3],"used":[4,44],"in":[5,25,30,48,122,145,149],"the":[6,12,17,94,117,137],"field":[7],"of":[8,16,93,116,139],"neuroscience":[9],"to":[10,35,53,83,125,135],"understand":[11],"large-scale":[13,146],"network":[14],"structure":[15],"human":[18],"brain.":[19],"There":[20],"also":[22],"considerable":[23],"interest":[24],"applying":[26],"machine":[27],"learning":[28],"techniques":[29],"clinical":[31],"settings,":[32],"for":[33],"example,":[34],"make":[36],"diagnoses":[37],"or":[38],"predict":[39],"treatment":[40],"outcomes.":[41],"Here":[42],"we":[43,72],"support-vector":[45],"machines":[46],"(SVMs),":[47],"conjunction":[49],"with":[50,61],"whole-brain":[51],"tractography,":[52],"identify":[54],"graph":[55],"metrics":[56],"that":[57,78,89,113],"best":[58],"differentiate":[59],"individuals":[60],"Major":[62],"Depressive":[63],"Disorder":[64],"(MDD)":[65],"from":[66,106],"nondepressed":[67,107],"controls.":[68],"To":[69],"do":[70],"this,":[71],"applied":[73],"a":[74,91,132],"novel":[75,133],"feature-scoring":[76],"procedure":[77],"incorporates":[79],"iterative":[80],"classifier":[81],"performance":[82],"assess":[84,136],"feature":[85],"robustness.":[86],"We":[87],"found":[88],"<i>small-worldness</i>,":[90],"measure":[92],"balance":[95],"between":[96],"global":[97],"integration":[98],"and":[99,142],"local":[100],"specialization,":[101],"most":[102],"reliably":[103],"differentiated":[104],"MDD":[105],"individuals.":[108],"Post-hoc":[109],"regional":[110],"analyses":[111],"suggested":[112],"heightened":[114],"connectivity":[115],"subcallosal":[118],"cingulate":[119],"gyrus":[120],"(SCG)":[121],"MDDs":[123],"contributes":[124],"these":[126],"differences.":[127],"The":[128],"current":[129],"study":[130],"provides":[131],"way":[134],"robustness":[138],"classification":[140],"features":[141],"reveals":[143],"anomalies":[144],"neural":[147],"networks":[148],"MDD.":[150]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":4},{"year":2014,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
