{"id":"https://openalex.org/W4408564319","doi":"https://doi.org/10.1109/access.2025.3552659","title":"Depression and Anxiety Screening for Pregnant Women via Free Conversational Speech in Naturalistic Condition","display_name":"Depression and Anxiety Screening for Pregnant Women via Free Conversational Speech in Naturalistic Condition","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408564319","doi":"https://doi.org/10.1109/access.2025.3552659"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3552659","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552659","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2025.3552659","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050419600","display_name":"Rafael T. Sousa","orcid":"https://orcid.org/0000-0001-5998-046X"},"institutions":[{"id":"https://openalex.org/I3018305852","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia de Mato Grosso","ror":"https://ror.org/02t6f2351","country_code":"BR","type":"education","lineage":["https://openalex.org/I3018305852"]},{"id":"https://openalex.org/I32725510","display_name":"Universidade Federal de Mato Grosso","ror":"https://ror.org/01mqvjv41","country_code":"BR","type":"education","lineage":["https://openalex.org/I32725510"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rafael T. Sousa","raw_affiliation_strings":["Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-5998-046X","affiliations":[{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","institution_ids":["https://openalex.org/I32725510","https://openalex.org/I3018305852"]},{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil","institution_ids":["https://openalex.org/I32725510"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082431515","display_name":"Gilson Gon\u00e7alves Silva","orcid":"https://orcid.org/0009-0006-1565-3639"},"institutions":[{"id":"https://openalex.org/I3018305852","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia de Mato Grosso","ror":"https://ror.org/02t6f2351","country_code":"BR","type":"education","lineage":["https://openalex.org/I3018305852"]},{"id":"https://openalex.org/I32725510","display_name":"Universidade Federal de Mato Grosso","ror":"https://ror.org/01mqvjv41","country_code":"BR","type":"education","lineage":["https://openalex.org/I32725510"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gustavo D. M. Silva","raw_affiliation_strings":["Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","institution_ids":["https://openalex.org/I32725510","https://openalex.org/I3018305852"]},{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil","institution_ids":["https://openalex.org/I32725510"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Paula L. L. Pinto","orcid":"https://orcid.org/0009-0006-3426-4057"},"institutions":[{"id":"https://openalex.org/I3018305852","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia de Mato Grosso","ror":"https://ror.org/02t6f2351","country_code":"BR","type":"education","lineage":["https://openalex.org/I3018305852"]},{"id":"https://openalex.org/I32725510","display_name":"Universidade Federal de Mato Grosso","ror":"https://ror.org/01mqvjv41","country_code":"BR","type":"education","lineage":["https://openalex.org/I32725510"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Paula L. L. Pinto","raw_affiliation_strings":["Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil"],"raw_orcid":"https://orcid.org/0009-0006-3426-4057","affiliations":[{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","institution_ids":["https://openalex.org/I32725510","https://openalex.org/I3018305852"]},{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil","institution_ids":["https://openalex.org/I32725510"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116677747","display_name":"Juliano Backes","orcid":null},"institutions":[{"id":"https://openalex.org/I3018305852","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia de Mato Grosso","ror":"https://ror.org/02t6f2351","country_code":"BR","type":"education","lineage":["https://openalex.org/I3018305852"]},{"id":"https://openalex.org/I32725510","display_name":"Universidade Federal de Mato Grosso","ror":"https://ror.org/01mqvjv41","country_code":"BR","type":"education","lineage":["https://openalex.org/I32725510"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Juliano Backes","raw_affiliation_strings":["Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, Mato Grosso, Brazil","institution_ids":["https://openalex.org/I32725510","https://openalex.org/I3018305852"]},{"raw_affiliation_string":"Institute of Exact and Earth Sciences, Federal University of Mato Grosso, Barra do Garças, MT, Brazil","institution_ids":["https://openalex.org/I32725510"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101385668","display_name":"Amanda Sodr\u00e9 Mota","orcid":null},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]},{"id":"https://openalex.org/I4210092357","display_name":"Institute of Mathematics and Computer Science","ror":"https://ror.org/00fy4at53","country_code":"MD","type":"facility","lineage":["https://openalex.org/I112090838","https://openalex.org/I4210092357"]}],"countries":["BR","MD"],"is_corresponding":false,"raw_author_name":"Amanda S. Mota","raw_affiliation_strings":["Institute of Psychiatry, Faculty of Medicine, São Paulo University, São Paulo, Brazil","Institute of Psychiatry of the Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychiatry, Faculty of Medicine, São Paulo University, São Paulo, Brazil","institution_ids":["https://openalex.org/I4210092357"]},{"raw_affiliation_string":"Institute of Psychiatry of the Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020928137","display_name":"Thiago M. Paix\u00e3o","orcid":"https://orcid.org/0000-0003-1554-6834"},"institutions":[{"id":"https://openalex.org/I4210160371","display_name":"Instituto Federal do Esp\u00edrito Santo","ror":"https://ror.org/05rshs160","country_code":"BR","type":"funder","lineage":["https://openalex.org/I4210160371"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Thiago M. Paix\u00e3o","raw_affiliation_strings":["Federal Institute of Espírito Santo, Serra, Esp\u00edrito Santo, Brazil","Federal Institute of Espírito Santo, Serra, ES, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-1554-6834","affiliations":[{"raw_affiliation_string":"Federal Institute of Espírito Santo, Serra, Esp\u00edrito Santo, Brazil","institution_ids":["https://openalex.org/I4210160371"]},{"raw_affiliation_string":"Federal Institute of Espírito Santo, Serra, ES, Brazil","institution_ids":["https://openalex.org/I4210160371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026694433","display_name":"Maria J\u00e2nia Teixeira","orcid":"https://orcid.org/0000-0002-1727-6201"},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Maria G. S. Teixeira","raw_affiliation_strings":["Department of Computing and Electronics, Federal University of Espírito Santo, Vitoria, Esp\u00edrito Santo, Brazil","Department of Computing and Electronics, Federal University of Espirito Santo, Vitória, ES, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing and Electronics, Federal University of Espírito Santo, Vitoria, Esp\u00edrito Santo, Brazil","institution_ids":["https://openalex.org/I51235708"]},{"raw_affiliation_string":"Department of Computing and Electronics, Federal University of Espirito Santo, Vitória, ES, Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050116436","display_name":"Wilian Hiroshi Hisatugu","orcid":null},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Wilian H. Hisatugu","raw_affiliation_strings":["Department of Industrial Technology, Federal University of Espírito Santo, Vitoria, Esp\u00edrito Santo, Brazil","Department of Industrial Technology, Federal University of Espirito Santo, Vitória, ES, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Technology, Federal University of Espírito Santo, Vitoria, Esp\u00edrito Santo, Brazil","institution_ids":["https://openalex.org/I51235708"]},{"raw_affiliation_string":"Department of Industrial Technology, Federal University of Espirito Santo, Vitória, ES, Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101693351","display_name":"Anilton Salles Garcia","orcid":"https://orcid.org/0000-0002-2869-1734"},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Anilton S. Garcia","raw_affiliation_strings":["Technological Innovation Directorate, Federal University of Espírito Santo, Vitoria, Esp\u00edrito Santo, Brazil","Technological Innovation Directorate, Federal University of Espirito Santo, Vitória, ES, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological Innovation Directorate, Federal University of Espírito Santo, Vitoria, Esp\u00edrito Santo, Brazil","institution_ids":["https://openalex.org/I51235708"]},{"raw_affiliation_string":"Technological Innovation Directorate, Federal University of Espirito Santo, Vitória, ES, Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116677746","display_name":"Kelly S. Prado","orcid":null},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]},{"id":"https://openalex.org/I4210092357","display_name":"Institute of Mathematics and Computer Science","ror":"https://ror.org/00fy4at53","country_code":"MD","type":"facility","lineage":["https://openalex.org/I112090838","https://openalex.org/I4210092357"]}],"countries":["BR","MD"],"is_corresponding":false,"raw_author_name":"Kelly S. Prado","raw_affiliation_strings":["Institute of Psychiatry, Faculty of Medicine, São Paulo University, São Paulo, Brazil","Institute of Psychiatry of the Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychiatry, Faculty of Medicine, São Paulo University, São Paulo, Brazil","institution_ids":["https://openalex.org/I4210092357"]},{"raw_affiliation_string":"Institute of Psychiatry of the Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015948879","display_name":"Rodrigo da Silva Dias","orcid":"https://orcid.org/0000-0002-1315-7205"},"institutions":[{"id":"https://openalex.org/I4210121739","display_name":"Minist\u00e9rio da Sa\u00fade","ror":"https://ror.org/02y7p0749","country_code":"BR","type":"government","lineage":["https://openalex.org/I4210121739"]},{"id":"https://openalex.org/I4210130229","display_name":"Associa\u00e7\u00e3o Paulista para o Desenvolvimento da Medicina","ror":"https://ror.org/02qvzqk75","country_code":"BR","type":"nonprofit","lineage":["https://openalex.org/I4210130229"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rodrigo S. Dias","raw_affiliation_strings":["DM Health, São Paulo, Brazil","DM Health, São Paulo, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DM Health, São Paulo, Brazil","institution_ids":["https://openalex.org/I4210121739"]},{"raw_affiliation_string":"DM Health, São Paulo, SP, Brazil","institution_ids":["https://openalex.org/I4210130229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014323915","display_name":"Marco Aur\u00e9lio Knippel Galletta","orcid":"https://orcid.org/0000-0002-0016-1803"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]},{"id":"https://openalex.org/I4210092357","display_name":"Institute of Mathematics and Computer Science","ror":"https://ror.org/00fy4at53","country_code":"MD","type":"facility","lineage":["https://openalex.org/I112090838","https://openalex.org/I4210092357"]}],"countries":["BR","MD"],"is_corresponding":false,"raw_author_name":"Marco A. Galletta","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Faculty of Medicine, São Paulo University, São Paulo, Brazil","Department of Obstetrics and Gynecology, Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Faculty of Medicine, São Paulo University, São Paulo, Brazil","institution_ids":["https://openalex.org/I4210092357"]},{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004213013","display_name":"Hermano Tavares","orcid":"https://orcid.org/0000-0002-6632-2745"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]},{"id":"https://openalex.org/I4210092357","display_name":"Institute of Mathematics and Computer Science","ror":"https://ror.org/00fy4at53","country_code":"MD","type":"facility","lineage":["https://openalex.org/I112090838","https://openalex.org/I4210092357"]}],"countries":["BR","MD"],"is_corresponding":false,"raw_author_name":"Hermano Tavares","raw_affiliation_strings":["Institute of Psychiatry, Faculty of Medicine, São Paulo University, São Paulo, Brazil","Institute of Psychiatry of the Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychiatry, Faculty of Medicine, São Paulo University, São Paulo, Brazil","institution_ids":["https://openalex.org/I4210092357"]},{"raw_affiliation_string":"Institute of Psychiatry of the Faculty of Medicine, São Paulo University, São Paulo, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":20.1464,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.99132496,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"52149","last_page":"52156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13521","display_name":"Psychosocial Factors Impacting Youth","score":0.7605999708175659,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13521","display_name":"Psychosocial Factors Impacting Youth","score":0.7605999708175659,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.6579894423484802},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5216127634048462},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.45705080032348633},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.38470038771629333},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3479520082473755},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.3288486897945404},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.21028175950050354},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18868562579154968}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6579894423484802},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5216127634048462},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.45705080032348633},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.38470038771629333},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3479520082473755},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.3288486897945404},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.21028175950050354},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18868562579154968},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3552659","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552659","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dd6891fc5085455f82b134d63326b477","is_oa":true,"landing_page_url":"https://doaj.org/article/dd6891fc5085455f82b134d63326b477","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 52149-52156 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3552659","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552659","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/5","score":0.5899999737739563,"display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G4123150574","display_name":"INCT 2014: developmental psychiatry for children and adolescents","funder_award_id":"14/50917-0","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"}],"funders":[{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1981559145","https://openalex.org/W2003502731","https://openalex.org/W2005069458","https://openalex.org/W2061628315","https://openalex.org/W2073499295","https://openalex.org/W2085662862","https://openalex.org/W2093274439","https://openalex.org/W2099128126","https://openalex.org/W2144723972","https://openalex.org/W2155686640","https://openalex.org/W2161030855","https://openalex.org/W2191779130","https://openalex.org/W2192412620","https://openalex.org/W2239141610","https://openalex.org/W2325315748","https://openalex.org/W2596338372","https://openalex.org/W2612565440","https://openalex.org/W2760160110","https://openalex.org/W2890929258","https://openalex.org/W2909205746","https://openalex.org/W2912581524","https://openalex.org/W2936879941","https://openalex.org/W2940625370","https://openalex.org/W2972463723","https://openalex.org/W2991435809","https://openalex.org/W2997591727","https://openalex.org/W3016093409","https://openalex.org/W3083908532","https://openalex.org/W3093733090","https://openalex.org/W3096215591","https://openalex.org/W3135332121","https://openalex.org/W3181607054","https://openalex.org/W3215375111","https://openalex.org/W3215748564","https://openalex.org/W4220681194","https://openalex.org/W4242012253","https://openalex.org/W4307052496","https://openalex.org/W4388019161","https://openalex.org/W4389085620","https://openalex.org/W4393391791","https://openalex.org/W4399647672","https://openalex.org/W6691669583","https://openalex.org/W6745609711","https://openalex.org/W6755964169","https://openalex.org/W6848941450"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2931662336","https://openalex.org/W2077865380","https://openalex.org/W3006817050","https://openalex.org/W4401768695","https://openalex.org/W2765597752","https://openalex.org/W2134894512","https://openalex.org/W2964000526","https://openalex.org/W2378173657"],"abstract_inverted_index":{"Depression":[0],"and":[1,13,34,40,46,56,62,89,111,117,172,190,237,244],"anxiety":[2,90],"during":[3,23],"pregnancy":[4,24,132,242],"are":[5,49],"critical":[6],"public":[7],"health":[8,21,214,232],"concerns,":[9],"impacting":[10],"both":[11],"maternal":[12,231],"fetal":[14],"well-being.":[15],"The":[16,119,165],"onset":[17],"of":[18,65,76,167,188,196,203],"these":[19,66,157],"mental":[20,213],"conditions":[22],"can":[25],"lead":[26],"to":[27,60,99,106,137,155],"adverse":[28],"outcomes,":[29],"such":[30],"as":[31,83,181,207],"preterm":[32],"birth":[33],"impaired":[35],"infant":[36],"development.":[37,246],"Traditional":[38],"diagnostic":[39],"monitoring":[41],"methods,":[42],"reliant":[43],"on":[44],"self-reporting":[45],"clinical":[47],"evaluations,":[48],"often":[50],"hindered":[51],"by":[52,73,233],"stigmatization,":[53],"subjective":[54],"bias,":[55],"accessibility":[57],"issues,":[58],"leading":[59],"underdiagnosis":[61],"inadequate":[63],"management":[64],"conditions.":[67],"This":[68,226],"study":[69],"addresses":[70],"the":[71,182,194,201],"challenge":[72],"making":[74],"use":[75],"free":[77],"conversational":[78,123],"speech":[79,101,124,140,205],"recordings":[80,158],"via":[81],"smartphones":[82,136],"an":[84,186,191],"approach":[85],"for":[86,114,212],"screening":[87,210],"depression":[88],"in":[91,141,159,215],"pregnant":[92,127,216],"women.":[93],"By":[94],"leveraging":[95],"machine":[96],"learning":[97,145],"techniques":[98],"analyze":[100,156],"patterns,":[102],"this":[103],"research":[104,120],"seeks":[105],"offer":[107],"a":[108,130,208,219],"non-invasive,":[109],"objective,":[110],"accessible":[112],"method":[113],"early":[115,235],"detection":[116,236],"intervention.":[118],"involved":[121],"collecting":[122],"samples":[125],"from":[126],"women":[128],"attending":[129],"high-risk":[131],"outpatient":[133],"service,":[134],"employing":[135],"capture":[138],"naturalistic":[139],"everyday":[142],"contexts.":[143],"Machine":[144],"algorithms":[146],"were":[147],"utilized":[148],"combined":[149],"with":[150,161],"different":[151],"audio":[152],"feature":[153,174],"sets":[154,175],"conjunction":[160],"PHQ-4":[162],"questionnaire":[163],"scores.":[164],"combination":[166],"Mel":[168],"Frequency":[169],"Cepstral":[170],"Coefficients":[171],"OpenSmile":[173],"analyzed":[176],"through":[177],"LightGBM":[178],"classifiers":[179],"emerged":[180],"most":[183],"effective,":[184],"achieving":[185],"accuracy":[187],"75%":[189],"Area":[192],"Under":[193],"Curve":[195],"0.71.":[197],"These":[198],"findings":[199],"highlight":[200],"potential":[202],"smartphone-based":[204],"analysis":[206],"viable":[209],"tool":[211],"women,":[217],"suggesting":[218],"significant":[220],"shift":[221],"towards":[222],"accessible,":[223],"real-time":[224],"monitoring.":[225],"technological":[227],"intervention":[228],"could":[229],"enhance":[230],"enabling":[234],"timely":[238],"care,":[239],"ultimately":[240],"improving":[241],"outcomes":[243],"child":[245]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}