{"id":"https://openalex.org/W4389542950","doi":"https://doi.org/10.1109/embc40787.2023.10340667","title":"Deep Depression Detection with Resting-State and Cognitive-Task EEG","display_name":"Deep Depression Detection with Resting-State and Cognitive-Task EEG","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389542950","doi":"https://doi.org/10.1109/embc40787.2023.10340667","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083722"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340667","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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/A5101770440","display_name":"Dan Peng","orcid":"https://orcid.org/0000-0002-8988-4193"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dan Peng","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]},{"raw_affiliation_string":"RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100431946","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0003-1729-6760"},"institutions":[{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]},{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liu","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]},{"raw_affiliation_string":"RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071796684","display_name":"Yun Luo","orcid":"https://orcid.org/0000-0001-7780-4929"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Luo","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]},{"raw_affiliation_string":"RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060588411","display_name":"Ziyu Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyu Mao","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine,Clinical Neuroscience Center, Ruijin Hospital Luwan Branch","Clinical Neuroscience Center, Ruijin Hospital Luwan Branch, Shanghai Jiao Tong University School of Medicine"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine,Clinical Neuroscience Center, Ruijin Hospital Luwan Branch","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]},{"raw_affiliation_string":"Clinical Neuroscience Center, Ruijin Hospital Luwan Branch, Shanghai Jiao Tong University School of Medicine","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056335002","display_name":"Wei\u2010Long Zheng","orcid":"https://orcid.org/0000-0002-9474-6369"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Long Zheng","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering","Department of Computer Science and Engineering, Shanghai Jiao Tong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040440605","display_name":"Bao\u2010Liang Lu","orcid":"https://orcid.org/0000-0001-8359-0058"},"institutions":[{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]},{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao-Liang Lu","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","Department of Computer Science and Engineering, Shanghai Jiao Tong University","RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine,RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101770440"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I2801556517"],"apc_list":null,"apc_paid":null,"fwci":1.0513,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76404393,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9983999729156494,"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/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9933000206947327,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/stroop-effect","display_name":"Stroop effect","score":0.8617309331893921},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7428890466690063},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5108346939086914},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.47140932083129883},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.45317795872688293},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.4446634352207184},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.43370765447616577},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4235481321811676},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3297109603881836},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3108012080192566},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2815873324871063},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2616758942604065}],"concepts":[{"id":"https://openalex.org/C162967406","wikidata":"https://www.wikidata.org/wiki/Q384176","display_name":"Stroop effect","level":3,"score":0.8617309331893921},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7428890466690063},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5108346939086914},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.47140932083129883},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.45317795872688293},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4446634352207184},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.43370765447616577},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4235481321811676},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3297109603881836},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3108012080192566},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2815873324871063},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2616758942604065},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10340667","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083722","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083722","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W224533036","https://openalex.org/W2130140789","https://openalex.org/W2765519166","https://openalex.org/W2914503519","https://openalex.org/W2964546587","https://openalex.org/W2975842100","https://openalex.org/W3121810080","https://openalex.org/W4206433398","https://openalex.org/W4206694574","https://openalex.org/W4211263234","https://openalex.org/W4247665917","https://openalex.org/W4308806761","https://openalex.org/W4311908682"],"related_works":["https://openalex.org/W1970555053","https://openalex.org/W4241390462","https://openalex.org/W2053629062","https://openalex.org/W2057396539","https://openalex.org/W3205260276","https://openalex.org/W2091287875","https://openalex.org/W2412548067","https://openalex.org/W2368315872","https://openalex.org/W2061347168","https://openalex.org/W1502020353"],"abstract_inverted_index":{"Depression":[0],"is":[1],"a":[2],"common":[3],"mental":[4],"disorder":[5],"that":[6],"negatively":[7],"affects":[8],"physical":[9],"health":[10],"and":[11,14,19,26,40,60,74,82,89,104,127,133,155,165,177,181,205],"personal,":[12],"social":[13],"occupational":[15],"functioning.":[16],"Currently,":[17],"accurate":[18],"objective":[20,94],"diagnosis":[21],"of":[22,48,114,124,142,168,187,202],"depression":[23,64,95,203,207],"remains":[24],"challenging,":[25],"electroencephalography":[27],"(EEG)":[28],"provides":[29],"promising":[30],"clinical":[31],"practice":[32],"or":[33],"home":[34],"use":[35],"due":[36],"to":[37,110],"considerable":[38],"performance":[39,129],"low":[41],"cost.":[42],"This":[43],"work":[44],"investigates":[45],"the":[46,112,119,145,156,171,185,200],"capabilities":[47],"deep":[49],"neural":[50,54,91,116,189],"networks":[51],"with":[52],"EEG-based":[53,188,206],"patterns":[55,117,190],"from":[56,70],"both":[57],"resting":[58,102,173],"states":[59,103,174],"cognitive":[61,106],"tasks":[62],"for":[63,93],"detection.":[65,96],"We":[66],"collect":[67],"EEG":[68],"signals":[69],"33":[71],"depressed":[72,120],"patients":[73],"40":[75],"healthy":[76],"controls":[77],"using":[78],"wearable":[79],"dry":[80],"electrodes":[81],"build":[83],"Attentive":[84],"Simple":[85],"Graph":[86],"Convolutional":[87],"network":[88,92],"Transformer":[90,137],"Four":[97],"experiment":[98],"stages,":[99],"including":[100],"two":[101,105,172],"tasks,":[107],"are":[108],"designed":[109],"characterize":[111],"alteration":[113],"relevant":[115],"in":[118,122,130,191],"patients,":[121],"terms":[123],"decreased":[125],"energy":[126],"impaired":[128],"sustained":[131],"attention":[132],"response":[134],"inhibition.":[135],"The":[136],"model":[138],"achieves":[139],"an":[140,166],"AUC":[141,167],"0.94":[143],"on":[144,170],"Continuous":[146],"Performance":[147],"Test-Identical":[148],"Pairs":[149],"version":[150],"(sensitivity:":[151,161,175],"0.87,":[152,178],"specificity:":[153,163,179],"0.91)":[154],"Stroop":[157],"Color":[158],"Word":[159],"Test":[160],"0.93,":[162],"0.88),":[164],"0.89":[169],"0.85":[176],"0.88":[180],"0.90,":[182],"respectively),":[183],"indicating":[184],"potential":[186],"identifying":[192],"depression.":[193],"These":[194],"findings":[195],"provide":[196],"new":[197],"insights":[198],"into":[199],"research":[201],"mechanisms":[204],"biomarkers.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}