{"id":"https://openalex.org/W2291466689","doi":"https://doi.org/10.1145/2818346.2820776","title":"Multimodal Detection of Depression in Clinical Interviews","display_name":"Multimodal Detection of Depression in Clinical Interviews","publication_year":2015,"publication_date":"2015-11-09","ids":{"openalex":"https://openalex.org/W2291466689","doi":"https://doi.org/10.1145/2818346.2820776","mag":"2291466689","pmid":"https://pubmed.ncbi.nlm.nih.gov/27213186"},"language":"en","primary_location":{"id":"doi:10.1145/2818346.2820776","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2818346.2820776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2015 ACM on International Conference on Multimodal Interaction","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4874497","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035668831","display_name":"Hamdi Dibeklio\u011flu","orcid":"https://orcid.org/0000-0003-0851-7808"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Hamdi Dibeklio\u011flu","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061474275","display_name":"Zakia Hammal","orcid":"https://orcid.org/0000-0003-3688-287X"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zakia Hammal","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036124466","display_name":"Ying Yang","orcid":"https://orcid.org/0000-0003-2378-6889"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ying Yang","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000246394","display_name":"Jeffrey F. Cohn","orcid":"https://orcid.org/0000-0002-9393-1116"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey F. Cohn","raw_affiliation_strings":["University of Pittsburgh &amp; Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pittsburgh &amp; Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317","https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.7088,"has_fulltext":false,"cited_by_count":83,"citation_normalized_percentile":{"value":0.98406677,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2015","issue":null,"first_page":"307","last_page":"310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10853","display_name":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6635322570800781},{"id":"https://openalex.org/keywords/prosody","display_name":"Prosody","score":0.6581141352653503},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.6280636787414551},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6199551820755005},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.6091545820236206},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5465455055236816},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5223249793052673},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.43165507912635803},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.37305954098701477},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.3222551643848419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3155668377876282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.242008239030838},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.19979393482208252},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.19965264201164246},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1602221131324768}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6635322570800781},{"id":"https://openalex.org/C542774811","wikidata":"https://www.wikidata.org/wiki/Q10880526","display_name":"Prosody","level":2,"score":0.6581141352653503},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6280636787414551},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6199551820755005},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6091545820236206},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5465455055236816},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5223249793052673},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.43165507912635803},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.37305954098701477},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.3222551643848419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3155668377876282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.242008239030838},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.19979393482208252},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.19965264201164246},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1602221131324768},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","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":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2818346.2820776","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2818346.2820776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2015 ACM on International Conference on Multimodal Interaction","raw_type":"proceedings-article"},{"id":"pmid:27213186","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27213186","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 of the ... ACM International Conference on Multimodal Interaction. ICMI (Conference)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4874497","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4874497","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc ACM Int Conf Multimodal Interact","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:4874497","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4874497","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc ACM Int Conf Multimodal Interact","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G1133040973","display_name":null,"funder_award_id":"R01 MH096951","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G3197021277","display_name":null,"funder_award_id":"R01MH051435","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"},{"id":"https://openalex.org/F4320338113","display_name":"Accelerated Innovation Research Initiative Turning Top Science and Ideas into High-Impact Values","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W4633886","https://openalex.org/W287281448","https://openalex.org/W1480729244","https://openalex.org/W1567532702","https://openalex.org/W1596560700","https://openalex.org/W1875231349","https://openalex.org/W1971560161","https://openalex.org/W1985765492","https://openalex.org/W2000567862","https://openalex.org/W2003502731","https://openalex.org/W2004312650","https://openalex.org/W2004762037","https://openalex.org/W2018988971","https://openalex.org/W2035343574","https://openalex.org/W2054931962","https://openalex.org/W2088249878","https://openalex.org/W2088846517","https://openalex.org/W2114613490","https://openalex.org/W2154053567","https://openalex.org/W2154112437","https://openalex.org/W2163928333","https://openalex.org/W2173219554","https://openalex.org/W2185243955","https://openalex.org/W4247665917","https://openalex.org/W6639350448"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W203959209","https://openalex.org/W2110287964","https://openalex.org/W2167701463","https://openalex.org/W4307407935"],"abstract_inverted_index":{"Current":[0],"methods":[1],"for":[2,48,83,101,109,120,124,133],"depression":[3,38,148],"assessment":[4],"depend":[5],"almost":[6],"entirely":[7],"on":[8,56],"clinical":[9,35],"interview":[10,36],"or":[11,73,137],"self-report":[12],"ratings.":[13],"Such":[14],"measures":[15,157],"lack":[16],"systematic":[17],"and":[18,90,94,113,154],"efficient":[19],"ways":[20],"of":[21,29,37,139,147],"incorporating":[22],"behavioral":[23,150],"observations":[24],"that":[25,108,119,132,144,155],"are":[26],"strong":[27],"indicators":[28,151],"psychological":[30],"disorder.":[31],"We":[32],"compared":[33,82],"a":[34],"severity":[39],"with":[40],"automatic":[41,145],"measurement":[42],"in":[43,95],"48":[44],"participants":[45,64],"undergoing":[46],"treatment":[47],"depression.":[49],"Interviews":[50],"were":[51,68,81],"obtained":[52],"at":[53,65],"7-week":[54],"intervals":[55],"up":[57],"to":[58],"four":[59],"occasions.":[60],"Following":[61],"standard":[62],"cut-offs,":[63],"each":[66,114],"session":[67],"classified":[69],"as":[70],"remitted,":[71],"intermediate,":[72],"depressed.":[74],"Logistic":[75],"regression":[76],"classifiers":[77],"using":[78],"leave-one-out":[79],"validation":[80],"facial":[84,102],"movement":[85,88,103,111],"dynamics,":[86,89],"head":[87,110],"vocal":[91,121],"prosody":[92],"individually":[93],"combination.":[96],"Accuracy":[97,123],"(remitted":[98],"versus":[99],"depressed)":[100],"dynamics":[104],"was":[105,115],"higher":[106,117],"than":[107,118],"dynamics;":[112],"substantially":[116],"prosody.":[122],"all":[125],"three":[126],"modalities":[127],"together":[128],"reached":[129],"88.93%,":[130],"exceeding":[131],"any":[134],"single":[135],"modality":[136],"pair":[138],"modalities.":[140],"These":[141],"findings":[142],"suggest":[143],"detection":[146],"from":[149],"is":[152],"feasible":[153],"multimodal":[156],"afford":[158],"most":[159],"powerful":[160],"detection.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
