{"id":"https://openalex.org/W4404178409","doi":"https://doi.org/10.1109/tcss.2024.3487168","title":"Effective Analysis of Machine and Deep Learning Methods for Diagnosing Mental Health Using Social Media Conversations","display_name":"Effective Analysis of Machine and Deep Learning Methods for Diagnosing Mental Health Using Social Media Conversations","publication_year":2024,"publication_date":"2024-11-08","ids":{"openalex":"https://openalex.org/W4404178409","doi":"https://doi.org/10.1109/tcss.2024.3487168"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3487168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3487168","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Transactions on Computational Social Systems","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/A5114567174","display_name":"Yashwanth Kasanneni","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Yashwanth Kasanneni","raw_affiliation_strings":["School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India"],"raw_orcid":"https://orcid.org/0009-0004-9903-8726","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114567175","display_name":"Achyut Duggal","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Achyut Duggal","raw_affiliation_strings":["School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India"],"raw_orcid":"https://orcid.org/0009-0008-3904-5093","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059012139","display_name":"Sathyaraj Ragupathi","orcid":"https://orcid.org/0000-0002-5412-9075"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Sathyaraj","raw_affiliation_strings":["School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India"],"raw_orcid":"https://orcid.org/0000-0002-5412-9075","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068883308","display_name":"S. P. Raja","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. P. Raja","raw_affiliation_strings":["School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India"],"raw_orcid":"https://orcid.org/0000-0002-7216-2207","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I876193797"],"apc_list":{"value":2150,"currency":"USD","value_usd":2150},"apc_paid":null,"fwci":5.3065,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.95908038,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"1","first_page":"274","last_page":"294"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.8108999729156494,"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":0.8108999729156494,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6224839687347412},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6183267831802368},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5371137261390686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4723832607269287},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43226397037506104},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.374248743057251},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3722888231277466},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.357322633266449},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.35486525297164917},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3438865542411804},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22492626309394836},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1976630687713623}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6224839687347412},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6183267831802368},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5371137261390686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4723832607269287},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43226397037506104},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.374248743057251},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3722888231277466},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.357322633266449},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.35486525297164917},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3438865542411804},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22492626309394836},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1976630687713623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2024.3487168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3487168","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W3019166713","https://openalex.org/W3095942124","https://openalex.org/W4225538066","https://openalex.org/W4285101268","https://openalex.org/W4312998656","https://openalex.org/W4381162124","https://openalex.org/W4385237182","https://openalex.org/W4385482646","https://openalex.org/W4386453518","https://openalex.org/W4387870294","https://openalex.org/W4388430418","https://openalex.org/W4388938015","https://openalex.org/W4389946433","https://openalex.org/W4391382641","https://openalex.org/W4391953419","https://openalex.org/W4392153224","https://openalex.org/W4392174004","https://openalex.org/W4392209112","https://openalex.org/W4394596936","https://openalex.org/W4398756397"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W4383066092","https://openalex.org/W3215138031","https://openalex.org/W4312622923"],"abstract_inverted_index":{"The":[0,122,145],"increasing":[1],"incidence":[2],"of":[3,23,118,147,172,187,191],"mental":[4,55,119,156,192],"health":[5,56,120,157,193],"issues":[6],"demands":[7],"innovative":[8],"diagnostic":[9],"methods,":[10],"especially":[11],"within":[12],"digital":[13,48],"communication.":[14,79],"Traditional":[15],"assessments":[16],"are":[17],"challenged":[18],"by":[19,159],"the":[20,26,170],"sheer":[21],"volume":[22],"data":[24],"and":[25,33,50,68,76,84,102,128,140,184],"nuanced":[27],"language":[28,61,107],"found":[29],"on":[30],"social":[31,74],"media":[32,75],"other":[34,77],"text-based":[35,78],"platforms.":[36],"This":[37],"study":[38,177],"seeks":[39],"to":[40,45,65,114,154,165,181,197],"apply":[41,59],"machine":[42],"learning":[43,86],"(ML)":[44],"interpret":[46],"these":[47],"narratives":[49],"identify":[51],"patterns":[52],"that":[53,125],"signal":[54],"conditions.":[57],"We":[58],"natural":[60],"processing":[62],"(NLP)":[63],"techniques":[64],"analyze":[66],"sentiments":[67],"emotional":[69],"cues":[70],"across":[71],"datasets":[72],"from":[73],"Using":[80],"ML,":[81],"deep":[82],"learning,":[83],"transfer":[85],"models":[87],"such":[88],"as":[89],"bidirectional":[90],"encoder":[91],"representations":[92],"(BERTs),":[93],"robustly":[94],"optimized":[95],"BERT":[96,100],"approach":[97,164],"(RoBERTa),":[98],"distilled":[99],"(DistilBERT),":[101],"generalized":[103],"autoregressive":[104],"pretraining":[105],"for":[106],"understanding":[108,139],"(XLNet),":[109],"we":[110],"assess":[111],"their":[112,136],"ability":[113],"detect":[115],"early":[116,166],"signs":[117],"concerns.":[121],"results":[123],"show":[124],"BERT,":[126],"RoBERTa,":[127],"XLNet":[129],"consistently":[130],"achieve":[131],"over":[132],"95%":[133],"accuracy,":[134],"highlighting":[135],"strong":[137],"contextual":[138],"effectiveness":[141],"in":[142,151,189,200],"this":[143,148,176],"application.":[144],"significance":[146],"research":[149],"lies":[150],"its":[152],"potential":[153],"revolutionize":[155],"diagnostics":[158],"providing":[160],"a":[161,179],"scalable,":[162],"data-driven":[163],"detection.":[167],"By":[168],"harnessing":[169],"power":[171],"advanced":[173],"NLP":[174],"models,":[175],"offers":[178],"pathway":[180],"more":[182],"timely":[183],"accurate":[185],"identification":[186],"individuals":[188],"need":[190],"support,":[194],"thereby":[195],"contributing":[196],"better":[198],"outcomes":[199],"public":[201],"health.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}