{"id":"https://openalex.org/W4388039959","doi":"https://doi.org/10.1109/imeta59369.2023.10294837","title":"Anxiety and Depression Detection and Rehabilitation in the Metaverse: A BERT-Based Recommendation System","display_name":"Anxiety and Depression Detection and Rehabilitation in the Metaverse: A BERT-Based Recommendation System","publication_year":2023,"publication_date":"2023-09-18","ids":{"openalex":"https://openalex.org/W4388039959","doi":"https://doi.org/10.1109/imeta59369.2023.10294837"},"language":"en","primary_location":{"id":"doi:10.1109/imeta59369.2023.10294837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imeta59369.2023.10294837","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Intelligent Metaverse Technologies & Applications (iMETA)","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/A5034925484","display_name":"Ali Athar","orcid":"https://orcid.org/0000-0002-2331-7663"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ali Athar","raw_affiliation_strings":["Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","institution_ids":["https://openalex.org/I104338594"]},{"raw_affiliation_string":"Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea","institution_ids":["https://openalex.org/I104338594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008365721","display_name":"Md Ariful Islam Mozumder","orcid":"https://orcid.org/0000-0001-6095-0700"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Md Ariful Islam Mozumder","raw_affiliation_strings":["Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","institution_ids":["https://openalex.org/I104338594"]},{"raw_affiliation_string":"Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea","institution_ids":["https://openalex.org/I104338594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026451164","display_name":"Kounen Fathima","orcid":null},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kounen Fathima","raw_affiliation_strings":["Inje University,Department of Computer Engineering,Gimhae,South Korea","Department of Computer Engineering, Inje University, Gimhae, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inje University,Department of Computer Engineering,Gimhae,South Korea","institution_ids":["https://openalex.org/I104338594"]},{"raw_affiliation_string":"Department of Computer Engineering, Inje University, Gimhae, South Korea","institution_ids":["https://openalex.org/I104338594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003020971","display_name":"Ali Hussain","orcid":"https://orcid.org/0000-0001-6208-6100"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ali Hussain","raw_affiliation_strings":["Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","institution_ids":["https://openalex.org/I104338594"]},{"raw_affiliation_string":"Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea","institution_ids":["https://openalex.org/I104338594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101739837","display_name":"Sikandar Ali","orcid":"https://orcid.org/0000-0002-8479-4084"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sikandar Ali","raw_affiliation_strings":["Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","institution_ids":["https://openalex.org/I104338594"]},{"raw_affiliation_string":"Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea","institution_ids":["https://openalex.org/I104338594"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102020002","display_name":"Hee\u2010Cheol Kim","orcid":"https://orcid.org/0000-0002-5399-7647"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hee-Cheol Kim","raw_affiliation_strings":["Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inje University,Dept. of Anti-Aging Healthcare,Gimhae,South Korea","institution_ids":["https://openalex.org/I104338594"]},{"raw_affiliation_string":"Dept. of Anti-Aging Healthcare, Inje University, Gimhae, South Korea","institution_ids":["https://openalex.org/I104338594"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I104338594"],"apc_list":null,"apc_paid":null,"fwci":1.4998,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.8327575,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9883999824523926,"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":0.9883999824523926,"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":0.984499990940094,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9491999745368958,"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/anxiety","display_name":"Anxiety","score":0.7522042393684387},{"id":"https://openalex.org/keywords/metaverse","display_name":"Metaverse","score":0.7420327067375183},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.597644567489624},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48579955101013184},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4200514554977417},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.39362719655036926},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.31546327471733093},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2391844391822815},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.18824398517608643},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.17313754558563232}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.7522042393684387},{"id":"https://openalex.org/C53332860","wikidata":"https://www.wikidata.org/wiki/Q2632041","display_name":"Metaverse","level":3,"score":0.7420327067375183},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.597644567489624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48579955101013184},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4200514554977417},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39362719655036926},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.31546327471733093},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2391844391822815},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.18824398517608643},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.17313754558563232},{"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":[],"locations_count":1,"locations":[{"id":"doi:10.1109/imeta59369.2023.10294837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imeta59369.2023.10294837","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Intelligent Metaverse Technologies & Applications (iMETA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.5799999833106995,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W3131552811","https://openalex.org/W4214873408","https://openalex.org/W4220759704","https://openalex.org/W4220991980","https://openalex.org/W4226345864","https://openalex.org/W4297965481","https://openalex.org/W4309484364","https://openalex.org/W4312095944","https://openalex.org/W4313585122","https://openalex.org/W4319986951","https://openalex.org/W4361200075","https://openalex.org/W4366525809","https://openalex.org/W4375929009","https://openalex.org/W4381249763","https://openalex.org/W4385245566","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510","https://openalex.org/W2964000526","https://openalex.org/W2378173657"],"abstract_inverted_index":{"Metaverse":[0,19],"has":[1,74],"emerged":[2],"as":[3],"one":[4],"of":[5,81,84],"the":[6,13],"most":[7],"advanced":[8,58],"and":[9,25,49,59,68,86,91],"prominent":[10],"technologies":[11],"in":[12,16],"healthcare":[14],"sector":[15],"recent":[17],"years.":[18],"provides":[20],"numerous":[21],"opportunities":[22],"for":[23,45],"doctors":[24],"patients":[26,46,94],"to":[27,65,77,93],"use":[28],"different":[29,79],"medical":[30],"facilities":[31],"using":[32,42],"virtual":[33],"environments.":[34],"This":[35],"paper":[36],"proposes":[37],"a":[38,56,71],"metaverse-based":[39],"recommendation":[40,53],"system":[41,54],"NLP":[43],"technology":[44],"experiencing":[47],"anxiety":[48],"depression.":[50],"Our":[51],"proposed":[52],"uses":[55],"very":[57],"effective":[60],"AI":[61],"model,":[62],"i.e.,":[63],"BERT,":[64],"predict":[66],"depression":[67],"anxiety.":[69],"Moreover,":[70],"rule-based":[72],"approach":[73],"been":[75],"introduced":[76],"recommend":[78],"types":[80],"medicines,":[82],"names":[83],"psychiatrists,":[85],"activities":[87],"like":[88],"exercise,":[89],"music":[90],"movies":[92],"depending":[95],"on":[96],"their":[97],"conditions.":[98]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}