{"id":"https://openalex.org/W4389542668","doi":"https://doi.org/10.1109/embc40787.2023.10340985","title":"Noise Robust Recognition of Depression Status and Treatment Response from Speech via Unsupervised Feature Aggregation","display_name":"Noise Robust Recognition of Depression Status and Treatment Response from Speech via Unsupervised Feature Aggregation","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389542668","doi":"https://doi.org/10.1109/embc40787.2023.10340985","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083138"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340985","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; 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":"https://openalex.org/A5091269736","display_name":"Maurice Gerczuk","orcid":"https://orcid.org/0000-0001-8293-6635"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Maurice Gerczuk","raw_affiliation_strings":["University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010754413","display_name":"Shahin Amiriparian","orcid":"https://orcid.org/0000-0002-1129-8223"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Shahin Amiriparian","raw_affiliation_strings":["University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056141709","display_name":"Alexander Kathan","orcid":"https://orcid.org/0000-0002-4757-2220"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Kathan","raw_affiliation_strings":["University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062511852","display_name":"Jonathan Bauer","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Bauer","raw_affiliation_strings":["Friedrich-Alexander-Universit&#x00E4;t,Department of Clinical Psychology and Psychotherapy,Erlangen-N&#x00FC;rnberg,Germany"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universit&#x00E4;t,Department of Clinical Psychology and Psychotherapy,Erlangen-N&#x00FC;rnberg,Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014181173","display_name":"Matthias Berking","orcid":"https://orcid.org/0000-0001-5903-4748"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Berking","raw_affiliation_strings":["Friedrich-Alexander-Universit&#x00E4;t,Department of Clinical Psychology and Psychotherapy,Erlangen-N&#x00FC;rnberg,Germany"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universit&#x00E4;t,Department of Clinical Psychology and Psychotherapy,Erlangen-N&#x00FC;rnberg,Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043060302","display_name":"Bj\u00f6rn W. Schuller","orcid":"https://orcid.org/0000-0002-6478-8699"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bj\u00f6rn W. Schuller","raw_affiliation_strings":["University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Augsburg,Chair of Embedded Intelligence for Healthcare and Wellbeing,Augsburg,Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091269736"],"corresponding_institution_ids":["https://openalex.org/I179225836"],"apc_list":null,"apc_paid":null,"fwci":0.7655,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74874783,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9936000108718872,"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":0.6305296421051025},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5876417756080627},{"id":"https://openalex.org/keywords/rating-scale","display_name":"Rating scale","score":0.5396866798400879},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5121722221374512},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5001869201660156},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4983866214752197},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4843834340572357},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.48112884163856506},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.45571067929267883},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.42318496108055115},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42048409581184387},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39197424054145813},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.39159268140792847},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.10363972187042236},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.08678299188613892}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6305296421051025},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5876417756080627},{"id":"https://openalex.org/C83849319","wikidata":"https://www.wikidata.org/wiki/Q7295720","display_name":"Rating scale","level":2,"score":0.5396866798400879},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5121722221374512},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5001869201660156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4983866214752197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4843834340572357},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.48112884163856506},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.45571067929267883},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.42318496108055115},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42048409581184387},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39197424054145813},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39159268140792847},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.10363972187042236},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.08678299188613892},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"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":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D006304","descriptor_name":"Health Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006304","descriptor_name":"Health Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006304","descriptor_name":"Health Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006304","descriptor_name":"Health Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006304","descriptor_name":"Health Status","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":"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":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","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":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","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":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc40787.2023.10340985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340985","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083138","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083138","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},{"id":"pmh:oai:mediatum.ub.tum.de:node/1771625","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1771625","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.6600000262260437,"display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1981386178","https://openalex.org/W2006748124","https://openalex.org/W2007622737","https://openalex.org/W2054931962","https://openalex.org/W2085662862","https://openalex.org/W2114613490","https://openalex.org/W2132322340","https://openalex.org/W2152690559","https://openalex.org/W2189285822","https://openalex.org/W2239141610","https://openalex.org/W2300553800","https://openalex.org/W2340346722","https://openalex.org/W2503814187","https://openalex.org/W2508555717","https://openalex.org/W2518110751","https://openalex.org/W2735928575","https://openalex.org/W2746419079","https://openalex.org/W2807669085","https://openalex.org/W2897297418","https://openalex.org/W2912654919","https://openalex.org/W2963446712","https://openalex.org/W2977923936","https://openalex.org/W2981677410","https://openalex.org/W3024869864","https://openalex.org/W3137890092","https://openalex.org/W3167533889","https://openalex.org/W4313527247"],"related_works":["https://openalex.org/W2118758177","https://openalex.org/W4330338194","https://openalex.org/W2153520307","https://openalex.org/W2151459719","https://openalex.org/W623261610","https://openalex.org/W2316630966","https://openalex.org/W4401374939","https://openalex.org/W1976696937","https://openalex.org/W2059453987","https://openalex.org/W2376913077"],"abstract_inverted_index":{"In":[0,81],"the":[1,17,20],"presented":[2],"work,":[3],"we":[4,84,133,139],"utilise":[5],"a":[6,48,111,146],"noisy":[7],"dataset":[8],"of":[9,22,28,51,78,87,118,148],"clinical":[10],"interviews":[11],"with":[12,37,58,145],"depression":[13,23,38],"patients":[14,104],"conducted":[15],"over":[16],"telephone":[18],"for":[19,68,74,128],"purpose":[21],"classification":[24,123],"and":[25,92],"automated":[26],"detection":[27,77],"treatment":[29,79,144],"response.":[30,80],"Compared":[31],"to":[32,143],"most":[33],"previous":[34],"studies":[35],"dealing":[36],"recognition":[39],"from":[40],"speech,":[41],"our":[42,82,119],"data":[43],"set":[44],"does":[45],"not":[46],"include":[47],"healthy":[49],"group":[50],"subjects":[52],"that":[53,135],"have":[54],"never":[55],"been":[56],"diagnosed":[57],"depression.":[59],"Furthermore,":[60],"it":[61,72],"contains":[62],"measurements":[63],"at":[64],"different":[65],"time":[66],"points":[67],"individual":[69],"subjects,":[70],"making":[71],"suitable":[73],"machine":[75],"learning-based":[76],"experiments,":[83],"make":[85],"use":[86],"an":[88],"unsupervised":[89],"feature":[90],"quantisation":[91],"aggregation":[93],"method":[94],"achieving":[95],"69.2%":[96],"Unweighted":[97],"Average":[98],"Recall":[99],"(UAR)":[100],"when":[101],"classifying":[102],"whether":[103],"are":[105],"currently":[106],"in":[107],"remission":[108],"or":[109],"experiencing":[110],"major":[112],"depressive":[113],"episode":[114],"(MDE).":[115],"The":[116],"performance":[117],"model":[120],"matches":[121],"cutoff-based":[122],"via":[124],"Hamilton":[125],"Rating":[126],"Scale":[127],"Depression":[129],"(HRSD)":[130],"scores.":[131],"Finally,":[132],"show":[134],"using":[136],"speech":[137],"samples,":[138],"can":[140],"detect":[141],"response":[142],"UAR":[147],"68.1%.":[149]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
