{"id":"https://openalex.org/W4391547665","doi":"https://doi.org/10.1109/access.2024.3362233","title":"Additive Cross-Modal Attention Network (ACMA) for Depression Detection Based on Audio and Textual Features","display_name":"Additive Cross-Modal Attention Network (ACMA) for Depression Detection Based on Audio and Textual Features","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391547665","doi":"https://doi.org/10.1109/access.2024.3362233"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3362233","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3362233","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10419326.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10419326.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090678306","display_name":"Ngumimi Karen Iyortsuun","orcid":"https://orcid.org/0000-0002-9704-8056"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Ngumimi Karen Iyortsuun","raw_affiliation_strings":["Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100605822","display_name":"Soo-Hyung Kim","orcid":"https://orcid.org/0000-0003-3575-5035"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Soo-Hyung Kim","raw_affiliation_strings":["Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087619194","display_name":"Hyung-Jeong Yang","orcid":"https://orcid.org/0000-0003-3024-5060"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyung-Jeong Yang","raw_affiliation_strings":["Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100656391","display_name":"Seungwon Kim","orcid":"https://orcid.org/0000-0003-4221-3058"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seung-Won Kim","raw_affiliation_strings":["Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of AI Convergence, Chonnam National University, Gwangju, Republic of Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000982136","display_name":"Min Jhon","orcid":"https://orcid.org/0000-0002-0408-768X"},"institutions":[{"id":"https://openalex.org/I4210092150","display_name":"Chonnam National University Hospital","ror":"https://ror.org/00f200z37","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I111277659","https://openalex.org/I4210092150"]},{"id":"https://openalex.org/I4210148121","display_name":"Chonnam National University Hwasun Hospital","ror":"https://ror.org/054gh2b75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I111277659","https://openalex.org/I4210092150","https://openalex.org/I4210148121"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Min Jhon","raw_affiliation_strings":["Department of Psychiatry, Chonnam National University Hospital, Hwasun, Republic of Korea","Department of Psychiatry, Chonnam National University Hospital, Gwangju, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Chonnam National University Hospital, Hwasun, Republic of Korea","institution_ids":["https://openalex.org/I4210148121"]},{"raw_affiliation_string":"Department of Psychiatry, Chonnam National University Hospital, Gwangju, Republic of Korea","institution_ids":["https://openalex.org/I4210092150"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5090678306"],"corresponding_institution_ids":["https://openalex.org/I111277659"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":21.2893,"has_fulltext":true,"cited_by_count":43,"citation_normalized_percentile":{"value":0.99676445,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"20479","last_page":"20489"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9993000030517578,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.8256120681762695},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.7743449807167053},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7104368209838867},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.6087987422943115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49301525950431824},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4480826258659363},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4033570885658264},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3552830219268799}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.8256120681762695},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7743449807167053},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7104368209838867},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6087987422943115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49301525950431824},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4480826258659363},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4033570885658264},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3552830219268799},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","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},{"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3362233","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3362233","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10419326.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d9a11b4547da42cfac85f4b08eae22cb","is_oa":true,"landing_page_url":"https://doaj.org/article/d9a11b4547da42cfac85f4b08eae22cb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 20479-20489 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3362233","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3362233","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10419326.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5899999737739563,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G171636640","display_name":null,"funder_award_id":"2023-00219107","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G2327342398","display_name":null,"funder_award_id":"RS-2023-0021","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3034753964","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G342704958","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G4733424299","display_name":null,"funder_award_id":"RS-2023-00256629","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G6072120315","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G6291217070","display_name":null,"funder_award_id":"IITP-2023-RS-2023-00256629","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G6508655547","display_name":null,"funder_award_id":"IITP-2023-RS-2023-00256629","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"},{"id":"https://openalex.org/G7610032131","display_name":null,"funder_award_id":"IITP-2023-RS-2023-00256629","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G7774098130","display_name":null,"funder_award_id":"RS-2023-00256629","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G8036343402","display_name":null,"funder_award_id":"HCRI 23026","funder_id":"https://openalex.org/F4320330543","funder_display_name":"Chonnam National University Hwasun Hospital"},{"id":"https://openalex.org/G834017027","display_name":null,"funder_award_id":"ACCESS","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G8836495850","display_name":null,"funder_award_id":"RS-2023-00219107","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G8878596196","display_name":null,"funder_award_id":"RS-2023-00219107","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G945917011","display_name":null,"funder_award_id":"IITP-2023-RS-2023-00256629","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320313003","display_name":"Mike and Josie Harper Cancer Research Institute","ror":null},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321198","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56"},{"id":"https://openalex.org/F4320322030","display_name":"Ministry of Science, ICT and Future Planning","ror":"https://ror.org/032e49973"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320330543","display_name":"Chonnam National University Hwasun Hospital","ror":"https://ror.org/054gh2b75"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391547665.pdf","grobid_xml":"https://content.openalex.org/works/W4391547665.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1902237438","https://openalex.org/W2018685791","https://openalex.org/W2048533792","https://openalex.org/W2054931962","https://openalex.org/W2089597841","https://openalex.org/W2133564696","https://openalex.org/W2191779130","https://openalex.org/W2311284096","https://openalex.org/W2346454595","https://openalex.org/W2529925562","https://openalex.org/W2530421149","https://openalex.org/W2767043218","https://openalex.org/W2767088461","https://openalex.org/W2769387903","https://openalex.org/W2794557536","https://openalex.org/W2889056793","https://openalex.org/W2900794986","https://openalex.org/W2935705121","https://openalex.org/W2981679558","https://openalex.org/W3033913027","https://openalex.org/W3097146093","https://openalex.org/W3112184078","https://openalex.org/W3162632106","https://openalex.org/W3177109830","https://openalex.org/W3205969292","https://openalex.org/W4206670080","https://openalex.org/W4224924082","https://openalex.org/W4313219625","https://openalex.org/W4317042343","https://openalex.org/W4321353437","https://openalex.org/W4321780095","https://openalex.org/W4385245566","https://openalex.org/W6674266059","https://openalex.org/W6679434410","https://openalex.org/W6691669583","https://openalex.org/W6749879876","https://openalex.org/W6755964169","https://openalex.org/W6779114253","https://openalex.org/W6839789203","https://openalex.org/W7052227927"],"related_works":["https://openalex.org/W2185469136","https://openalex.org/W2011264131","https://openalex.org/W4306353150","https://openalex.org/W2026860389","https://openalex.org/W8219677","https://openalex.org/W3216879894","https://openalex.org/W2890132085","https://openalex.org/W3207883763","https://openalex.org/W4301143707","https://openalex.org/W2952745240"],"abstract_inverted_index":{"Detecting":[0],"depression":[1,32,110,156],"involves":[2],"using":[3,93,160],"standardized":[4],"questionnaires":[5],"like":[6],"the":[7,25,36,59,79,85,96,106,119,148,166],"Patient":[8],"Health":[9],"Questionnaires":[10],"(PHQ-8/9).":[11],"Yet,":[12],"patients":[13,34,158],"might":[14],"not":[15],"always":[16],"provide":[17],"genuine":[18],"responses,":[19],"leading":[20],"to":[21,30,51,74,153],"potential":[22,149],"misdiagnoses.":[23],"Therefore,":[24],"need":[26],"for":[27,109,139,172],"a":[28],"means":[29],"detect":[31,155],"in":[33,133,157],"without":[35,165],"use":[37,168],"of":[38,42,98,150,169],"preset":[39,170],"questions":[40,171],"is":[41],"high":[43],"importance.":[44],"Addressing":[45],"this":[46,126],"challenge,":[47],"our":[48,103,115,128,151],"study":[49],"aims":[50],"discern":[52],"telltale":[53],"symptoms":[54],"from":[55],"statements":[56],"made":[57],"by":[58],"patient.":[60],"We":[61,101],"harness":[62],"both":[63,91,99,134,140],"audio":[64],"and":[65,76,88,112,136,142,162],"text":[66],"data,":[67],"proposing":[68],"an":[69],"Additive":[70],"cross-modal":[71,86],"attention":[72],"network":[73],"learn":[75],"pick":[77],"up":[78],"appropriate":[80],"weights":[81],"that":[82],"best":[83],"capture":[84],"interactions":[87],"relationships":[89],"between":[90],"features":[92],"BiLSTM":[94],"as":[95],"backbone":[97],"modalities.":[100],"tested":[102],"approach":[104],"on":[105,118,125],"DAIC-WOZ":[107],"dataset":[108],"detection":[111],"also":[113],"evaluated":[114],"model":[116,152],"performance":[117],"EATD-Corpus.":[120],"Benchmarked":[121],"against":[122],"similar":[123],"studies":[124],"dataset,":[127],"method":[129],"demonstrates":[130],"commendable":[131],"efficacy":[132],"classification":[135],"regression":[137],"models":[138],"unimodal":[141],"multimodal":[143],"approaches.":[144],"Our":[145],"findings":[146],"underscore":[147],"effectively":[154],"while":[159],"textual":[161],"speech":[163],"modalities":[164],"necessary":[167],"effective":[173],"detection.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":7}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}