{"id":"https://openalex.org/W2943613834","doi":"https://doi.org/10.1037/pas0000724","title":"Detecting depression using a framework combining deep multimodal neural networks with a purpose-built automated evaluation.","display_name":"Detecting depression using a framework combining deep multimodal neural networks with a purpose-built automated evaluation.","publication_year":2019,"publication_date":"2019-05-02","ids":{"openalex":"https://openalex.org/W2943613834","doi":"https://doi.org/10.1037/pas0000724","mag":"2943613834","pmid":"https://pubmed.ncbi.nlm.nih.gov/31045384"},"language":"en","primary_location":{"id":"doi:10.1037/pas0000724","doi":"https://doi.org/10.1037/pas0000724","is_oa":false,"landing_page_url":"https://doi.org/10.1037/pas0000724","pdf_url":null,"source":{"id":"https://openalex.org/S35369596","display_name":"Psychological Assessment","issn_l":"1040-3590","issn":["1040-3590","1939-134X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","erih-plus","jufo-3","ki-jl-2","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320262","host_organization_name":"American Psychological Association","host_organization_lineage":["https://openalex.org/P4310320262"],"host_organization_lineage_names":["American Psychological Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Psychological Assessment","raw_type":"journal-article"},"volume":null,"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/A5055019309","display_name":"Ezekiel Victor","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ezekiel Victor","raw_affiliation_strings":["Textsavvyapp, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Textsavvyapp, Inc","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041075627","display_name":"Zahra M. Aghajan","orcid":"https://orcid.org/0000-0003-4245-3975","observed_orcids":["https://orcid.org/0000-0003-4245-3975"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zahra M. Aghajan","raw_affiliation_strings":["Textsavvyapp, Inc"],"raw_orcid":"https://orcid.org/0000-0003-4245-3975","affiliations":[{"raw_affiliation_string":"Textsavvyapp, Inc","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031719119","display_name":"Amy R. Sewart","orcid":"https://orcid.org/0000-0002-6228-0461","observed_orcids":["https://orcid.org/0000-0002-6228-0461"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amy R. Sewart","raw_affiliation_strings":["Department of Psychology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058185284","display_name":"Ray Christian","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ray Christian","raw_affiliation_strings":["Textsavvyapp, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Textsavvyapp, Inc","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.4501,"has_fulltext":false,"cited_by_count":57,"citation_normalized_percentile":{"value":0.97541962,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"31","issue":"8","first_page":"1019","last_page":"1027"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9794999957084656,"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":0.9794999957084656,"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/T12488","display_name":"Mental Health via Writing","score":0.004600000102072954,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11519","display_name":"Digital Mental Health Interventions","score":0.003599999938160181,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/depression-detection","display_name":"depression detection","score":0.9990000128746033},{"id":"https://openalex.org/keywords/multimodal-neural-networks","display_name":"multimodal neural networks","score":0.7850000262260437},{"id":"https://openalex.org/keywords/automated-mental-health-assessment","display_name":"automated mental health assessment","score":0.7799999713897705},{"id":"https://openalex.org/keywords/human-computer-interaction","display_name":"human-computer interaction","score":0.8059999942779541},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.5080000162124634},{"id":"https://openalex.org/keywords/depression-biomarkers","display_name":"depression biomarkers","score":0.7080000042915344},{"id":"https://openalex.org/keywords/preventive-interventions","display_name":"preventive interventions","score":0.6190000176429749},{"id":"https://openalex.org/keywords/mental-health-screening","display_name":"mental health screening","score":0.5249999761581421}],"concepts":[{"id":"https://openalex.org/C2779549880","wikidata":"https://www.wikidata.org/wiki/Q5542226","display_name":"PsycINFO","level":3,"score":0.8010658025741577},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.6214601397514343},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5404340624809265},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5312404632568359},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5173920392990112},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.508503794670105},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4795365333557129},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.4615288972854614},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45356297492980957},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4465314745903015},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3490550220012665},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3443424701690674},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.28676536679267883},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.28455621004104614},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.19755825400352478},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","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":"D003866","descriptor_name":"Depressive Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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":"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":"D011795","descriptor_name":"Surveys and Questionnaires","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":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":7,"locations":[{"id":"doi:10.1037/pas0000724","doi":"https://doi.org/10.1037/pas0000724","is_oa":false,"landing_page_url":"https://doi.org/10.1037/pas0000724","pdf_url":null,"source":{"id":"https://openalex.org/S35369596","display_name":"Psychological Assessment","issn_l":"1040-3590","issn":["1040-3590","1939-134X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","erih-plus","jufo-3","ki-jl-2","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320262","host_organization_name":"American Psychological Association","host_organization_lineage":["https://openalex.org/P4310320262"],"host_organization_lineage_names":["American Psychological Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Psychological Assessment","raw_type":"journal-article"},{"id":"doi:10.31234/osf.io/vqpcz","doi":"https://doi.org/10.31234/osf.io/vqpcz","is_oa":false,"landing_page_url":"https://doi.org/10.31234/osf.io/vqpcz","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmid:31045384","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31045384","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":"Psychological assessment","raw_type":"Journal Article"},{"id":"pmh:oai:share.osf.io:46157-4B2-EE9","doi":null,"is_oa":false,"landing_page_url":"http://osf.io/vqpcz/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401687","display_name":"PsyArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"preprint"},{"id":"pmh:oai:share.osf.io:7e71caa9-2cff-46a3-beca-9c10c3ae68e5","doi":null,"is_oa":false,"landing_page_url":"https://osf.io/6tmw9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"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":"Project"},{"id":"pmh:oai:share.osf.io:8d7e2a59-cc6d-4859-9262-8917f8efc534","doi":null,"is_oa":false,"landing_page_url":"https://osf.io/vqpcz","pdf_url":null,"source":{"id":"https://openalex.org/S4306401687","display_name":"PsyArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"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":"Preprint"},{"id":"pmh:oai:share.osf.io:E001A-018-2FD","doi":null,"is_oa":false,"landing_page_url":"http://api.osf.io/v2/nodes/6tmw9/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"project"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.98580002784729,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W175750906","https://openalex.org/W1501669607","https://openalex.org/W1549998098","https://openalex.org/W1651586605","https://openalex.org/W1976066595","https://openalex.org/W1992227055","https://openalex.org/W2006217447","https://openalex.org/W2009835186","https://openalex.org/W2011370092","https://openalex.org/W2034978228","https://openalex.org/W2037984755","https://openalex.org/W2045528981","https://openalex.org/W2057393928","https://openalex.org/W2060041041","https://openalex.org/W2064675550","https://openalex.org/W2072810539","https://openalex.org/W2077684629","https://openalex.org/W2083224099","https://openalex.org/W2088846517","https://openalex.org/W2096451472","https://openalex.org/W2097998348","https://openalex.org/W2101234009","https://openalex.org/W2101936692","https://openalex.org/W2108223677","https://openalex.org/W2114297365","https://openalex.org/W2132322340","https://openalex.org/W2132339004","https://openalex.org/W2132555391","https://openalex.org/W2153597356","https://openalex.org/W2163928333","https://openalex.org/W2194775991","https://openalex.org/W2250539671","https://openalex.org/W2252180568","https://openalex.org/W2765540322","https://openalex.org/W2769128147","https://openalex.org/W2775795276","https://openalex.org/W2889056793","https://openalex.org/W4206661971","https://openalex.org/W4248610952","https://openalex.org/W4296886862"],"related_works":["https://openalex.org/W4324057366","https://openalex.org/W7154099148","https://openalex.org/W7154483133","https://openalex.org/W4319289886","https://openalex.org/W6998843638","https://openalex.org/W7118130317","https://openalex.org/W4413132116","https://openalex.org/W2963100106","https://openalex.org/W7135396929","https://openalex.org/W4410431445"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML)":[2],"has":[3,41],"been":[4],"introduced":[5],"into":[6],"the":[7,36,42,94,135],"medical":[8],"field":[9],"as":[10,55],"a":[11,59,78,113,127,151],"means":[12],"to":[13,44,120],"provide":[14],"diagnostic":[15],"tools":[16],"capable":[17,61],"of":[18,50,62,77,104,107,123,137,147],"enhancing":[19],"accuracy":[20],"and":[21,46,90,139,144],"precision":[22],"while":[23],"minimizing":[24],"laborious":[25],"tasks":[26],"that":[27,35,83],"require":[28],"human":[29,67],"intervention.":[30,130],"There":[31],"is":[32,96],"mounting":[33],"evidence":[34],"technology":[37,110],"fueled":[38],"by":[39,149],"ML":[40],"potential":[43],"detect":[45],"substantially":[47],"improve":[48],"treatment":[49],"complex":[51],"mental":[52,71,117],"disorders":[53],"such":[54],"depression.":[56],"We":[57],"developed":[58],"framework":[60,75],"detecting":[63],"depression":[64,148],"with":[65,100],"minimal":[66],"intervention:":[68],"artificial":[69,85],"intelligence":[70],"evaluation":[72,82],"(AiME).":[73],"This":[74],"consists":[76],"short":[79],"human-computer":[80],"interactive":[81],"utilizes":[84],"intelligence,":[86],"namely":[87],"deep":[88],"learning,":[89],"can":[91,111],"predict":[92],"whether":[93],"participant":[95],"depressed":[97],"or":[98],"not":[99],"satisfactory":[101],"performance.":[102],"Because":[103],"its":[105],"ease":[106],"use,":[108],"this":[109],"offer":[112],"viable":[114],"tool":[115],"for":[116],"health":[118],"professionals":[119],"identify":[121],"symptoms":[122],"depression,":[124],"thus":[125],"enabling":[126],"faster":[128],"preventative":[129],"Furthermore,":[131],"it":[132],"may":[133],"alleviate":[134],"challenge":[136],"observing":[138],"interpreting":[140],"highly":[141],"nuanced":[142],"physiological":[143],"behavioral":[145],"biomarkers":[146],"providing":[150],"more":[152],"objective":[153],"evaluation.":[154],"(PsycINFO":[155],"Database":[156],"Record":[157],"(c)":[158],"2019":[159],"APA,":[160],"all":[161],"rights":[162],"reserved).":[163]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":1}],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2019-05-09T00:00:00"}
