{"id":"https://openalex.org/W4200118113","doi":"https://doi.org/10.1109/embc46164.2021.9629571","title":"Classification of Depression and Other Psychiatric Conditions Using Speech Features Extracted from a Thai Psychiatric and Verbal Screening Test","display_name":"Classification of Depression and Other Psychiatric Conditions Using Speech Features Extracted from a Thai Psychiatric and Verbal Screening Test","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200118113","doi":"https://doi.org/10.1109/embc46164.2021.9629571","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891377"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9629571","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629571","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd 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":null,"display_name":"N. Klangpornkun","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"N. Klangpornkun","raw_affiliation_strings":["Center of Excellence in Intelligence Informatics, Speech, and Language Technology, and Service Innovation (CILS), Faculty of Engineering"],"affiliations":[{"raw_affiliation_string":"Center of Excellence in Intelligence Informatics, Speech, and Language Technology, and Service Innovation (CILS), Faculty of Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"M. Ruangritchai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M. Ruangritchai","raw_affiliation_strings":["CILS and NIST International School, Thailand"],"affiliations":[{"raw_affiliation_string":"CILS and NIST International School, Thailand","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"A. Munthuli","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"A. Munthuli","raw_affiliation_strings":["Center of Excellence in Intelligence Informatics, Speech, and Language Technology, and Service Innovation (CILS), Faculty of Engineering"],"affiliations":[{"raw_affiliation_string":"Center of Excellence in Intelligence Informatics, Speech, and Language Technology, and Service Innovation (CILS), Faculty of Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"C. Onsuwan","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"C. Onsuwan","raw_affiliation_strings":["CILS and Faculty of Liberal Arts, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"CILS and Faculty of Liberal Arts, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":null,"display_name":"K. Jaisin","orcid":null},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]},{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"K. Jaisin","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand","institution_ids":["https://openalex.org/I1332387789","https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":null,"display_name":"K. Pattanaseri","orcid":null},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]},{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"K. Pattanaseri","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand","institution_ids":["https://openalex.org/I1332387789","https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":null,"display_name":"J. Lortrakul","orcid":null},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]},{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"J. Lortrakul","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand","institution_ids":["https://openalex.org/I1332387789","https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":null,"display_name":"P. Thanakulakkarachai","orcid":null},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]},{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"P. Thanakulakkarachai","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, Siriraj Hospital, Mahidol University, Thailand","institution_ids":["https://openalex.org/I1332387789","https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":null,"display_name":"T. Anansiripinyo","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"T. Anansiripinyo","raw_affiliation_strings":["CILS and Faculty of Liberal Arts, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"CILS and Faculty of Liberal Arts, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":null,"display_name":"A. Amornlaksananon","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"A. Amornlaksananon","raw_affiliation_strings":["CILS and Faculty of Liberal Arts, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"CILS and Faculty of Liberal Arts, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":null,"display_name":"S. Laohawee","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"S. Laohawee","raw_affiliation_strings":["CILS and Faculty of Liberal Arts, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"CILS and Faculty of Liberal Arts, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"last","author":{"id":null,"display_name":"C. Tantibundhit","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"C. Tantibundhit","raw_affiliation_strings":["Center of Excellence in Intelligence Informatics, Speech, and Language Technology, and Service Innovation (CILS), Faculty of Engineering"],"affiliations":[{"raw_affiliation_string":"Center of Excellence in Intelligence Informatics, Speech, and Language Technology, and Service Innovation (CILS), Faculty of Engineering","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0814,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72206704,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2021","issue":null,"first_page":"651","last_page":"656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.5422000288963318,"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"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.5422000288963318,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.2872999906539917,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.05209999904036522,"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","display_name":"Depression (economics)","score":0.6478000283241272},{"id":"https://openalex.org/keywords/rating-scale","display_name":"Rating scale","score":0.5019000172615051},{"id":"https://openalex.org/keywords/mental-illness","display_name":"Mental illness","score":0.4189999997615814},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4074000120162964},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.3743000030517578},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.3603000044822693}],"concepts":[{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.6855999827384949},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6478000283241272},{"id":"https://openalex.org/C83849319","wikidata":"https://www.wikidata.org/wiki/Q7295720","display_name":"Rating scale","level":2,"score":0.5019000172615051},{"id":"https://openalex.org/C2776674806","wikidata":"https://www.wikidata.org/wiki/Q12135","display_name":"Mental illness","level":3,"score":0.4189999997615814},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4074000120162964},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.39879998564720154},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.3743000030517578},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.3603000044822693},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.3587000072002411},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35760000348091125},{"id":"https://openalex.org/C3020067899","wikidata":"https://www.wikidata.org/wiki/Q1163564","display_name":"Screening test","level":2,"score":0.35749998688697815},{"id":"https://openalex.org/C507311573","wikidata":"https://www.wikidata.org/wiki/Q3510807","display_name":"Psychiatric assessment","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.32350000739097595},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.2955999970436096},{"id":"https://openalex.org/C2776466505","wikidata":"https://www.wikidata.org/wiki/Q385555","display_name":"Hamilton Rating Scale for Depression","level":4,"score":0.2558000087738037}],"mesh":[{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"D013060","descriptor_name":"Speech","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013785","descriptor_name":"Thailand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013785","descriptor_name":"Thailand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013785","descriptor_name":"Thailand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9629571","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629571","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34891377","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891377","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":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1566376227","https://openalex.org/W1987382969","https://openalex.org/W1988653510","https://openalex.org/W1993353049","https://openalex.org/W2009486233","https://openalex.org/W2014854567","https://openalex.org/W2044656652","https://openalex.org/W2046523960","https://openalex.org/W2057393928","https://openalex.org/W2073499295","https://openalex.org/W2085662862","https://openalex.org/W2124533834","https://openalex.org/W2125828712","https://openalex.org/W2129761003","https://openalex.org/W2144723972","https://openalex.org/W2162494996","https://openalex.org/W2169282613","https://openalex.org/W2394851080","https://openalex.org/W2805409402","https://openalex.org/W2893536541","https://openalex.org/W2938004196","https://openalex.org/W2940625370","https://openalex.org/W2944272705","https://openalex.org/W2973091199","https://openalex.org/W3023078026","https://openalex.org/W6601957410"],"related_works":[],"abstract_inverted_index":{"Depression":[0,66],"is":[1,27,173],"a":[2,45,179],"common":[3],"and":[4,39,49,64,70,98,118,121,142,181],"serious":[5],"mental":[6],"illness":[7,19],"which":[8,136],"negatively":[9],"affects":[10],"daily":[11],"functioning.":[12],"To":[13],"prevent":[14],"the":[15,18,114,131],"progression":[16],"of":[17,59,87,110,116],"into":[20],"severe":[21],"or":[22,166],"long-term":[23],"consequences,":[24],"early":[25],"diagnosis":[26],"crucial.":[28],"We":[29],"developed":[30,46],"an":[31],"automated":[32,154],"speech":[33,80,122,155],"feature":[34,156],"analysis":[35,157],"application":[36,172],"for":[37,161,184],"depression":[38,90,165],"other":[40,94,167],"psychiatric":[41,48,95,168],"disorders":[42,96],"derived":[43],"from":[44,82,107,130],"Thai":[47],"verbal":[50],"screening":[51,54,162],"test.":[52],"The":[53,104,153,170],"test":[55],"includes":[56],"Thai's":[57],"version":[58],"Patient":[60],"Health":[61],"Questionnaire-9":[62],"(PHQ-9)":[63],"Hamilton":[65],"Rating":[67],"Scale":[68],"(HAM-D),":[69],"32":[71],"additional":[72],"emotion-induced":[73],"questions.":[74],"Case-control":[75],"study":[76],"was":[77],"conducted":[78],"on":[79],"features":[81,123],"66":[83],"participants.":[84],"Twenty":[85],"seven":[86],"those":[88],"had":[89,93],"(DP),":[91],"12":[92],"(OP),":[97],"27":[99],"were":[100,124,148],"normal":[101],"controls":[102],"(NC).":[103],"five-fold":[105],"cross-validation":[106],"6":[108],"settings":[109],"5":[111],"classifiers":[112],"with":[113,164],"combination":[115],"PHQ-9":[117],"HAM-D":[119],"scores,":[120],"examined.":[125],"Results":[126],"showed":[127,158],"highest":[128],"performance":[129],"multilayer":[132],"perceptron":[133],"(MLP)":[134],"classifier":[135],"yielded":[137],"83.33%":[138,143],"sensitivity,":[139],"91.67%":[140],"specificity,":[141],"accuracy,":[144],"where":[145],"negative-emotional":[146],"questions":[147],"most":[149],"effective":[150],"in":[151],"classification.":[152],"promising":[159],"results":[160],"patients":[163],"disorders.":[169],"current":[171],"accessible":[174],"through":[175],"smartphone,":[176],"making":[177],"it":[178],"feasible":[180],"intuitive":[182],"setup":[183],"low-resource":[185],"countries":[186],"such":[187],"as":[188],"Thailand.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2021-12-31T00:00:00"}