{"id":"https://openalex.org/W3134951260","doi":"https://doi.org/10.1109/besc51023.2020.9348290","title":"Depression and Anxiety Prediction Using Deep Language Models and Transfer Learning","display_name":"Depression and Anxiety Prediction Using Deep Language Models and Transfer Learning","publication_year":2020,"publication_date":"2020-11-05","ids":{"openalex":"https://openalex.org/W3134951260","doi":"https://doi.org/10.1109/besc51023.2020.9348290","mag":"3134951260"},"language":"en","primary_location":{"id":"doi:10.1109/besc51023.2020.9348290","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc51023.2020.9348290","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 7th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5004023433","display_name":"Tomasz Rutowski","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106430","display_name":"Ellipsis","ror":"https://ror.org/01pmtzj45","country_code":"US","type":"other","lineage":["https://openalex.org/I4210106430"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tomasz Rutowski","raw_affiliation_strings":["Ellipsis Health Inc,San Francisco,USA","Ellipsis Health Inc, San Francisco, USA"],"affiliations":[{"raw_affiliation_string":"Ellipsis Health Inc,San Francisco,USA","institution_ids":["https://openalex.org/I4210106430"]},{"raw_affiliation_string":"Ellipsis Health Inc, San Francisco, USA","institution_ids":["https://openalex.org/I4210106430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107174154","display_name":"Elizabeth Shriberg","orcid":"https://orcid.org/0009-0004-3779-4956"},"institutions":[{"id":"https://openalex.org/I4210106430","display_name":"Ellipsis","ror":"https://ror.org/01pmtzj45","country_code":"US","type":"other","lineage":["https://openalex.org/I4210106430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth Shriberg","raw_affiliation_strings":["Ellipsis Health Inc,San Francisco,USA","Ellipsis Health Inc, San Francisco, USA"],"affiliations":[{"raw_affiliation_string":"Ellipsis Health Inc,San Francisco,USA","institution_ids":["https://openalex.org/I4210106430"]},{"raw_affiliation_string":"Ellipsis Health Inc, San Francisco, USA","institution_ids":["https://openalex.org/I4210106430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043581685","display_name":"Amir Harati","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106430","display_name":"Ellipsis","ror":"https://ror.org/01pmtzj45","country_code":"US","type":"other","lineage":["https://openalex.org/I4210106430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir Harati","raw_affiliation_strings":["Ellipsis Health Inc,San Francisco,USA","Ellipsis Health Inc, San Francisco, USA"],"affiliations":[{"raw_affiliation_string":"Ellipsis Health Inc,San Francisco,USA","institution_ids":["https://openalex.org/I4210106430"]},{"raw_affiliation_string":"Ellipsis Health Inc, San Francisco, USA","institution_ids":["https://openalex.org/I4210106430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037087707","display_name":"Yang L\u00fc","orcid":"https://orcid.org/0000-0001-9887-7078"},"institutions":[{"id":"https://openalex.org/I4210106430","display_name":"Ellipsis","ror":"https://ror.org/01pmtzj45","country_code":"US","type":"other","lineage":["https://openalex.org/I4210106430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang Lu","raw_affiliation_strings":["Ellipsis Health Inc,San Francisco,USA","Ellipsis Health Inc, San Francisco, USA"],"affiliations":[{"raw_affiliation_string":"Ellipsis Health Inc,San Francisco,USA","institution_ids":["https://openalex.org/I4210106430"]},{"raw_affiliation_string":"Ellipsis Health Inc, San Francisco, USA","institution_ids":["https://openalex.org/I4210106430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068244618","display_name":"Piotr Chlebek","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106430","display_name":"Ellipsis","ror":"https://ror.org/01pmtzj45","country_code":"US","type":"other","lineage":["https://openalex.org/I4210106430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Piotr Chlebek","raw_affiliation_strings":["Ellipsis Health Inc,San Francisco,USA","Ellipsis Health Inc, San Francisco, USA"],"affiliations":[{"raw_affiliation_string":"Ellipsis Health Inc,San Francisco,USA","institution_ids":["https://openalex.org/I4210106430"]},{"raw_affiliation_string":"Ellipsis Health Inc, San Francisco, USA","institution_ids":["https://openalex.org/I4210106430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067556320","display_name":"Ricardo Oliveira","orcid":"https://orcid.org/0000-0001-5167-1523"},"institutions":[{"id":"https://openalex.org/I4210106430","display_name":"Ellipsis","ror":"https://ror.org/01pmtzj45","country_code":"US","type":"other","lineage":["https://openalex.org/I4210106430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ricardo Oliveira","raw_affiliation_strings":["Ellipsis Health Inc,San Francisco,USA","Ellipsis Health Inc, San Francisco, USA"],"affiliations":[{"raw_affiliation_string":"Ellipsis Health Inc,San Francisco,USA","institution_ids":["https://openalex.org/I4210106430"]},{"raw_affiliation_string":"Ellipsis Health Inc, San Francisco, USA","institution_ids":["https://openalex.org/I4210106430"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5004023433"],"corresponding_institution_ids":["https://openalex.org/I4210106430"],"apc_list":null,"apc_paid":null,"fwci":2.155,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.88369067,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9983999729156494,"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"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9962999820709229,"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":0.7364612817764282},{"id":"https://openalex.org/keywords/comorbidity","display_name":"Comorbidity","score":0.6593509316444397},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.632061243057251},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6088468432426453},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5050821900367737},{"id":"https://openalex.org/keywords/salient","display_name":"Salient","score":0.5040037035942078},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.49846839904785156},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4291803240776062},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.38356825709342957},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37875843048095703},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.36865872144699097},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.20422840118408203}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.7364612817764282},{"id":"https://openalex.org/C2779159551","wikidata":"https://www.wikidata.org/wiki/Q1414874","display_name":"Comorbidity","level":2,"score":0.6593509316444397},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.632061243057251},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6088468432426453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5050821900367737},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.5040037035942078},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.49846839904785156},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4291803240776062},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.38356825709342957},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37875843048095703},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36865872144699097},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.20422840118408203},{"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":1,"locations":[{"id":"doi:10.1109/besc51023.2020.9348290","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc51023.2020.9348290","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 7th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7099999785423279,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W46663288","https://openalex.org/W121610373","https://openalex.org/W1537829113","https://openalex.org/W1897149844","https://openalex.org/W2005430532","https://openalex.org/W2018758427","https://openalex.org/W2045928247","https://openalex.org/W2048533792","https://openalex.org/W2093973716","https://openalex.org/W2099274262","https://openalex.org/W2142522687","https://openalex.org/W2163680580","https://openalex.org/W2250539671","https://openalex.org/W2322892874","https://openalex.org/W2397812290","https://openalex.org/W2399733683","https://openalex.org/W2739681832","https://openalex.org/W2746201090","https://openalex.org/W2747576011","https://openalex.org/W2766483729","https://openalex.org/W2806881496","https://openalex.org/W2865118579","https://openalex.org/W2953413710","https://openalex.org/W2962784628","https://openalex.org/W2963026768","https://openalex.org/W2963261455","https://openalex.org/W2963979492","https://openalex.org/W2964352358","https://openalex.org/W2973091199","https://openalex.org/W2981677410","https://openalex.org/W3016243233","https://openalex.org/W3122262851","https://openalex.org/W4294170691","https://openalex.org/W4298422451","https://openalex.org/W4299838440","https://openalex.org/W6601957410","https://openalex.org/W6605039604","https://openalex.org/W6632228503","https://openalex.org/W6682691769","https://openalex.org/W6727099177","https://openalex.org/W6752642014"],"related_works":["https://openalex.org/W1978188354","https://openalex.org/W3141224953","https://openalex.org/W2329500892","https://openalex.org/W2155091457","https://openalex.org/W2765738011","https://openalex.org/W4387318495","https://openalex.org/W2002142585","https://openalex.org/W2157868280","https://openalex.org/W2964000526","https://openalex.org/W2378173657"],"abstract_inverted_index":{"Digital":[0],"screening":[1],"and":[2,24,42,60],"monitoring":[3],"applications":[4],"can":[5],"aid":[6],"providers":[7],"in":[8],"the":[9],"management":[10],"of":[11],"behavioral":[12],"health":[13],"conditions.":[14],"We":[15,44,68],"explore":[16],"deep":[17],"language":[18],"models":[19],"for":[20,39,48,65,93,96],"detecting":[21],"depression,":[22],"anxiety,":[23],"their":[25],"comorbidity":[26],"using":[27],"input":[28],"from":[29,52],"conversational":[30],"speech.":[31],"Speech":[32],"data":[33,77],"comprise":[34],"16k":[35],"spoken":[36],"interactions":[37],"labeled":[38],"both":[40],"depression":[41,94],"anxiety.":[43,97],"find":[45,81],"that":[46,70,84],"results":[47],"binary":[49],"classification":[50],"range":[51],"0.86":[53],"to":[54,76],"0.79":[55],"AUC,":[56],"depending":[57],"on":[58],"condition":[59],"comorbidity.":[61],"Best":[62],"performance":[63],"occurs":[64],"comorbid":[66],"cases.":[67],"show":[69],"this":[71],"result":[72],"is":[73],"not":[74],"attributable":[75],"skew.":[78],"Finally,":[79],"we":[80],"evidence":[82],"suggesting":[83],"underlying":[85],"word":[86],"sequence":[87],"cues":[88],"may":[89],"be":[90],"more":[91],"salient":[92],"than":[95]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
