{"id":"https://openalex.org/W4388145598","doi":"https://doi.org/10.1109/taslp.2023.3329295","title":"JMS-QA: A Joint Hierarchical Architecture for Mental Health Question Answering","display_name":"JMS-QA: A Joint Hierarchical Architecture for Mental Health Question Answering","publication_year":2023,"publication_date":"2023-11-01","ids":{"openalex":"https://openalex.org/W4388145598","doi":"https://doi.org/10.1109/taslp.2023.3329295"},"language":"en","primary_location":{"id":"doi:10.1109/taslp.2023.3329295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taslp.2023.3329295","pdf_url":null,"source":{"id":"https://openalex.org/S4210169297","display_name":"IEEE/ACM Transactions on Audio Speech and Language Processing","issn_l":"2329-9290","issn":["2329-9290","2329-9304"],"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/ACM Transactions on Audio, Speech, and Language Processing","raw_type":"journal-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/A5026963954","display_name":"Zhao Yun","orcid":"https://orcid.org/0000-0002-0333-4474"},"institutions":[{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]},{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yun Zhao","raw_affiliation_strings":["School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China","School of Big Data Science, Jiangxi Science and Technology Normal University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]},{"raw_affiliation_string":"School of Big Data Science, Jiangxi Science and Technology Normal University, Nanchang, China","institution_ids":["https://openalex.org/I41317344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020365705","display_name":"Dexi Liu","orcid":"https://orcid.org/0000-0003-1093-2744"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dexi Liu","raw_affiliation_strings":["School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001476445","display_name":"Changxuan Wan","orcid":"https://orcid.org/0000-0002-6222-1015"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changxuan Wan","raw_affiliation_strings":["School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026587704","display_name":"Xiping Liu","orcid":"https://orcid.org/0000-0002-0230-8004"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiping Liu","raw_affiliation_strings":["School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Management, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018977183","display_name":"Jian\u2010Yun Nie","orcid":"https://orcid.org/0000-0003-1556-3335"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jian-yun Nie","raw_affiliation_strings":["Department of Computer Science and Operations Research, University of Montreal, Montreal, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Operations Research, University of Montreal, Montreal, QC, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100440984","display_name":"Jiaming Liu","orcid":"https://orcid.org/0009-0003-5006-1055"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiaming Liu","raw_affiliation_strings":["Department of Statistics, University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026963954"],"corresponding_institution_ids":["https://openalex.org/I41317344","https://openalex.org/I59649739"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20051169,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":null,"first_page":"352","last_page":"363"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9998000264167786,"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":0.9998000264167786,"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/T10028","display_name":"Topic Modeling","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.79018235206604},{"id":"https://openalex.org/keywords/scarcity","display_name":"Scarcity","score":0.675640881061554},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6467881798744202},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.6316795349121094},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.622981607913971},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.48128288984298706},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.48126834630966187},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.43678298592567444},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43446388840675354},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4005654752254486},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33668792247772217},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1796654462814331},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07106614112854004}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.79018235206604},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.675640881061554},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6467881798744202},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.6316795349121094},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.622981607913971},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.48128288984298706},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.48126834630966187},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.43678298592567444},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43446388840675354},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4005654752254486},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33668792247772217},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1796654462814331},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07106614112854004},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/taslp.2023.3329295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taslp.2023.3329295","pdf_url":null,"source":{"id":"https://openalex.org/S4210169297","display_name":"IEEE/ACM Transactions on Audio Speech and Language Processing","issn_l":"2329-9290","issn":["2329-9290","2329-9304"],"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/ACM Transactions on Audio, Speech, and Language Processing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G5453696113","display_name":null,"funder_award_id":"20212ACB202002","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G7397975945","display_name":null,"funder_award_id":"62272206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7532268171","display_name":null,"funder_award_id":"62076112","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8709779789","display_name":null,"funder_award_id":"62262027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322665","display_name":"Natural Science Foundation of Jiangxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2100772444","https://openalex.org/W2117835933","https://openalex.org/W2153266959","https://openalex.org/W2187089797","https://openalex.org/W2286300105","https://openalex.org/W2407086192","https://openalex.org/W2516196286","https://openalex.org/W2741216199","https://openalex.org/W2741447225","https://openalex.org/W2797568851","https://openalex.org/W2798456655","https://openalex.org/W2801167272","https://openalex.org/W2806949259","https://openalex.org/W2807452501","https://openalex.org/W2886741239","https://openalex.org/W2891416139","https://openalex.org/W2896457183","https://openalex.org/W2905587047","https://openalex.org/W2913640436","https://openalex.org/W2932009903","https://openalex.org/W2950491307","https://openalex.org/W2953151445","https://openalex.org/W2955864671","https://openalex.org/W2963352814","https://openalex.org/W2965016654","https://openalex.org/W2965373594","https://openalex.org/W2970205254","https://openalex.org/W2987392802","https://openalex.org/W3003943678","https://openalex.org/W3093155632","https://openalex.org/W3101267588","https://openalex.org/W3103801215","https://openalex.org/W3104486441","https://openalex.org/W3104982372","https://openalex.org/W3105566529","https://openalex.org/W3105892552","https://openalex.org/W3154272574","https://openalex.org/W3173209146","https://openalex.org/W3173220653","https://openalex.org/W3173540771","https://openalex.org/W3176506090","https://openalex.org/W3212805424","https://openalex.org/W4205679356","https://openalex.org/W4283798957","https://openalex.org/W6685160515","https://openalex.org/W6729654139","https://openalex.org/W6752918764","https://openalex.org/W6758243013","https://openalex.org/W6763701032","https://openalex.org/W6766673545","https://openalex.org/W6768021236","https://openalex.org/W6769847311","https://openalex.org/W6771917389","https://openalex.org/W6772897110","https://openalex.org/W7006831260"],"related_works":["https://openalex.org/W1571141552","https://openalex.org/W4391636338","https://openalex.org/W2384605597","https://openalex.org/W2387743295","https://openalex.org/W4386067343","https://openalex.org/W4294250823","https://openalex.org/W2093086151","https://openalex.org/W55936454","https://openalex.org/W2095572632","https://openalex.org/W3082787378"],"abstract_inverted_index":{"With":[0],"the":[1,11,50,63,74,98,107,119,135,147],"increasing":[2],"scale":[3],"of":[4,13,65,76,90,149],"mental":[5,43,77,112,130,139],"health":[6,44,78,131,140],"problems":[7,45],"in":[8,19],"modern":[9],"society,":[10],"scarcity":[12],"professional":[14],"assistance":[15,54],"is":[16,59],"alarming,":[17],"especially":[18],"developing":[20],"countries.":[21],"To":[22,145],"address":[23],"this,":[24],"some":[25],"online":[26],"forums":[27],"have":[28],"emerged":[29],"to":[30,48,62,72,96,111,137],"provide":[31],"users":[32],"with":[33,42],"useful":[34],"information":[35,52],"and":[36,53,122,159],"help.":[37],"However,":[38],"a":[39,87,102,154],"user":[40],"grappling":[41],"often":[46,70],"struggles":[47],"find":[49],"needed":[51],"on":[55,162],"these":[56],"forums.":[57],"This":[58,133],"primarily":[60],"due":[61],"limitations":[64],"existing":[66,171],"search":[67],"approaches":[68],"that":[69,168],"fail":[71],"take":[73],"characteristics":[75],"text":[79],"into":[80,142],"account.":[81],"In":[82],"this":[83],"paper,":[84],"we":[85,152],"propose":[86],"new":[88,155],"task":[89],"mental-health-oriented":[91],"question-answering":[92],"(MHQA)":[93],"which":[94],"aims":[95],"retrieve":[97],"appropriate":[99],"responses":[100,124],"for":[101,157],"question":[103,120],"post":[104,121],"by":[105],"incorporating":[106],"important":[108],"criteria":[109],"related":[110],"health.":[113],"Our":[114],"proposed":[115],"approach,":[116,151],"JMS-QA,":[117],"matches":[118],"candidate":[123],"while":[125],"jointly":[126],"detecting":[127],"their":[128],"latent":[129],"signals.":[132],"enables":[134],"method":[136],"incorporate":[138],"signals":[141],"its":[143],"representations.":[144],"test":[146],"effectiveness":[148],"our":[150],"create":[153],"dataset":[156],"MHQA":[158],"conduct":[160],"experiments":[161],"it.":[163],"The":[164],"experimental":[165],"results":[166],"show":[167],"JMS-QA":[169],"outperforms":[170],"state-of-the-art":[172],"methods.":[173]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}