{"id":"https://openalex.org/W2940625370","doi":"https://doi.org/10.1109/jbhi.2019.2913590","title":"Giving Voice to Vulnerable Children: Machine Learning Analysis of Speech Detects Anxiety and Depression in Early Childhood","display_name":"Giving Voice to Vulnerable Children: Machine Learning Analysis of Speech Detects Anxiety and Depression in Early Childhood","publication_year":2019,"publication_date":"2019-04-27","ids":{"openalex":"https://openalex.org/W2940625370","doi":"https://doi.org/10.1109/jbhi.2019.2913590","mag":"2940625370","pmid":"https://pubmed.ncbi.nlm.nih.gov/31034426"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2019.2913590","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2019.2913590","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7484854","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101707032","display_name":"Ellen W. McGinnis","orcid":"https://orcid.org/0000-0002-6537-093X"},"institutions":[{"id":"https://openalex.org/I111236770","display_name":"University of Vermont","ror":"https://ror.org/0155zta11","country_code":"US","type":"education","lineage":["https://openalex.org/I111236770"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ellen W. McGinnis","raw_affiliation_strings":["Department of Child Psychiatry, University of Vermont, Burlington, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Child Psychiatry, University of Vermont, Burlington, USA","institution_ids":["https://openalex.org/I111236770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039757298","display_name":"Steven P. Anderau","orcid":null},"institutions":[{"id":"https://openalex.org/I111236770","display_name":"University of Vermont","ror":"https://ror.org/0155zta11","country_code":"US","type":"education","lineage":["https://openalex.org/I111236770"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven P. Anderau","raw_affiliation_strings":["Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, USA","institution_ids":["https://openalex.org/I111236770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001601340","display_name":"Jessica Hruschak","orcid":"https://orcid.org/0000-0002-1638-8906"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jessica Hruschak","raw_affiliation_strings":["Department of Psychiatry, University of Michigan, Ann Arbor, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Michigan, Ann Arbor, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048593478","display_name":"Reed D. Gurchiek","orcid":"https://orcid.org/0000-0002-7040-2238"},"institutions":[{"id":"https://openalex.org/I111236770","display_name":"University of Vermont","ror":"https://ror.org/0155zta11","country_code":"US","type":"education","lineage":["https://openalex.org/I111236770"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Reed D. Gurchiek","raw_affiliation_strings":["Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, USA","institution_ids":["https://openalex.org/I111236770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037223745","display_name":"Nestor L. Lopez\u2010Duran","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nestor L. Lopez-Duran","raw_affiliation_strings":["Department of Clinical Psychology, University of Michigan, Ann Arbor, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology, University of Michigan, Ann Arbor, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001108821","display_name":"Kate D. Fitzgerald","orcid":"https://orcid.org/0000-0002-6502-7031"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kate Fitzgerald","raw_affiliation_strings":["Department of Psychiatry, University of Michigan, Ann Arbor, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Michigan, Ann Arbor, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048796385","display_name":"Katherine L. Rosenblum","orcid":"https://orcid.org/0000-0001-6952-9672"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katherine L. Rosenblum","raw_affiliation_strings":["Department of Psychiatry, University of Michigan, Ann Arbor, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Michigan, Ann Arbor, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088033678","display_name":"Maria Muzik","orcid":"https://orcid.org/0000-0001-9888-8519"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maria Muzik","raw_affiliation_strings":["Department of Psychiatry, University of Michigan, Ann Arbor, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Michigan, Ann Arbor, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006991081","display_name":"Ryan S. McGinnis","orcid":"https://orcid.org/0000-0001-8396-6967"},"institutions":[{"id":"https://openalex.org/I111236770","display_name":"University of Vermont","ror":"https://ror.org/0155zta11","country_code":"US","type":"education","lineage":["https://openalex.org/I111236770"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan S. McGinnis","raw_affiliation_strings":["Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, USA"],"raw_orcid":"https://orcid.org/0000-0001-8396-6967","affiliations":[{"raw_affiliation_string":"Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, USA","institution_ids":["https://openalex.org/I111236770"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101707032"],"corresponding_institution_ids":["https://openalex.org/I111236770"],"apc_list":null,"apc_paid":null,"fwci":12.2452,"has_fulltext":false,"cited_by_count":127,"citation_normalized_percentile":{"value":0.98890547,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"23","issue":"6","first_page":"2294","last_page":"2301"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10182","display_name":"Child and Adolescent Psychosocial and Emotional Development","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T10182","display_name":"Child and Adolescent Psychosocial and Emotional Development","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T12684","display_name":"Stuttering Research and Treatment","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10853","display_name":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.6626917719841003},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5444603562355042},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5254843831062317},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.46820834279060364},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.45924097299575806},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.43010926246643066},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.41780608892440796},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.2946857213973999},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.278018057346344},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14401733875274658},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.13288265466690063}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6626917719841003},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5444603562355042},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5254843831062317},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.46820834279060364},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.45924097299575806},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.43010926246643066},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.41780608892440796},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2946857213973999},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.278018057346344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14401733875274658},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.13288265466690063},{"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":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"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":"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":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"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":"D008297","descriptor_name":"Male","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":"D008297","descriptor_name":"Male","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":"D011599","descriptor_name":"Psychopathology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011599","descriptor_name":"Psychopathology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011599","descriptor_name":"Psychopathology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011599","descriptor_name":"Psychopathology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2019.2913590","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2019.2913590","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:31034426","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31034426","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":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7484854","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7484854","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7484854","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7484854","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G2470430484","display_name":null,"funder_award_id":"1982.SAP","funder_id":"https://openalex.org/F4320306628","funder_display_name":"Blue Cross Blue Shield of Michigan Foundation"},{"id":"https://openalex.org/G2785300013","display_name":null,"funder_award_id":"R03MH102648","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G4662297790","display_name":null,"funder_award_id":"K23-MH080147","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G7958222963","display_name":null,"funder_award_id":"UL1TR000433","funder_id":"https://openalex.org/F4320332658","funder_display_name":"Michigan Institute for Clinical and Health Research"}],"funders":[{"id":"https://openalex.org/F4320306147","display_name":"Brain and Behavior Research Foundation","ror":"https://ror.org/03a63f080"},{"id":"https://openalex.org/F4320306628","display_name":"Blue Cross Blue Shield of Michigan Foundation","ror":"https://ror.org/00q2zjc87"},{"id":"https://openalex.org/F4320332658","display_name":"Michigan Institute for Clinical and Health Research","ror":"https://ror.org/00jmfr291"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W767037412","https://openalex.org/W1501669607","https://openalex.org/W1605743674","https://openalex.org/W1863766653","https://openalex.org/W1908927858","https://openalex.org/W1965691112","https://openalex.org/W1971903500","https://openalex.org/W1972102862","https://openalex.org/W1983302342","https://openalex.org/W1989336734","https://openalex.org/W1990691489","https://openalex.org/W2004253446","https://openalex.org/W2007792232","https://openalex.org/W2015759174","https://openalex.org/W2017167473","https://openalex.org/W2018598511","https://openalex.org/W2020162735","https://openalex.org/W2030797571","https://openalex.org/W2038334205","https://openalex.org/W2040130525","https://openalex.org/W2045215448","https://openalex.org/W2051224630","https://openalex.org/W2053944890","https://openalex.org/W2055466005","https://openalex.org/W2057328179","https://openalex.org/W2065865992","https://openalex.org/W2074127401","https://openalex.org/W2074472537","https://openalex.org/W2079961006","https://openalex.org/W2080970086","https://openalex.org/W2081905300","https://openalex.org/W2081982614","https://openalex.org/W2084109136","https://openalex.org/W2088068432","https://openalex.org/W2089452757","https://openalex.org/W2092043361","https://openalex.org/W2092321826","https://openalex.org/W2094052701","https://openalex.org/W2103337852","https://openalex.org/W2110185282","https://openalex.org/W2117327853","https://openalex.org/W2124731943","https://openalex.org/W2147135827","https://openalex.org/W2153372746","https://openalex.org/W2158630797","https://openalex.org/W2294500413","https://openalex.org/W2394851080","https://openalex.org/W2409949289","https://openalex.org/W2511505640","https://openalex.org/W2595855713","https://openalex.org/W2796492992","https://openalex.org/W2799824965","https://openalex.org/W2898767185","https://openalex.org/W2909568496","https://openalex.org/W3144456944","https://openalex.org/W4211130665","https://openalex.org/W4239797963","https://openalex.org/W4296981185","https://openalex.org/W6630073874","https://openalex.org/W6711861625","https://openalex.org/W6714472064"],"related_works":["https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W2761785940","https://openalex.org/W1482209366","https://openalex.org/W2110523656","https://openalex.org/W2964000526","https://openalex.org/W2378173657"],"abstract_inverted_index":{"Childhood":[0],"anxiety":[1],"and":[2,26,102,104,139,145],"depression":[3],"often":[4],"go":[5],"undiagnosed.":[6],"If":[7],"left":[8],"untreated":[9],"these":[10],"conditions,":[11],"collectively":[12],"known":[13],"as":[14],"internalizing":[15,42,69,84,131,167],"disorders,":[16],"are":[17,86],"associated":[18],"with":[19,41,67,71,98,129,133],"long-term":[20,182],"negative":[21],"outcomes":[22],"including":[23],"substance":[24],"abuse":[25],"increased":[27],"risk":[28],"for":[29,37,163,166,181],"suicide.":[30],"This":[31,113],"paper":[32],"presents":[33],"a":[34,45],"new":[35,114],"approach":[36,162],"identifying":[38],"young":[39],"children":[40,66,93,128,165],"disorders":[43,168],"using":[44],"3-min":[46],"speech":[47,79,100],"task.":[48],"We":[49],"show":[50],"that":[51,91,170],"machine":[52],"learning":[53],"analysis":[54],"of":[55,83,160],"audio":[56],"data":[57],"from":[58],"the":[59,157,178],"task":[60],"can":[61,172],"be":[62,173],"used":[63],"to":[64,107,111,118],"identify":[65,127],"an":[68,130],"disorder":[70,85,132],"80%":[72],"accuracy":[73,135],"(54%":[74],"sensitivity,":[75],"93%":[76],"specificity).":[77],"The":[78],"features":[80],"most":[81],"discriminative":[82],"analyzed":[87],"in":[88,150],"detail,":[89],"showing":[90],"affected":[92],"exhibit":[94],"especially":[95],"low-pitch":[96],"voices,":[97],"repeatable":[99],"inflections":[101],"content,":[103],"high-pitched":[105],"response":[106],"surprising":[108],"stimuli":[109],"relative":[110],"controls.":[112],"tool":[115],"is":[116],"shown":[117],"outperform":[119],"clinical":[120],"thresholds":[121],"on":[122],"parent-reported":[123],"child":[124],"symptoms,":[125],"which":[126],"lower":[134],"(67-77%":[136],"versus":[137,143,148],"80%),":[138],"similar":[140],"specificity":[141],"(85-100%":[142],"93%),":[144],"sensitivity":[146],"(0-58%":[147],"54%)":[149],"this":[151,161],"sample.":[152],"These":[153],"results":[154],"point":[155],"toward":[156],"future":[158],"use":[159],"screening":[164],"so":[169],"interventions":[171],"deployed":[174],"when":[175],"they":[176],"have":[177],"highest":[179],"chance":[180],"success.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":29},{"year":2023,"cited_by_count":31},{"year":2022,"cited_by_count":21},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2025-10-10T00:00:00"}
