{"id":"https://openalex.org/W4388937660","doi":"https://doi.org/10.1109/icccnt56998.2023.10308343","title":"Mental Stress Prediction From the Text of Social Media Using Machine Learning Techniques","display_name":"Mental Stress Prediction From the Text of Social Media Using Machine Learning Techniques","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4388937660","doi":"https://doi.org/10.1109/icccnt56998.2023.10308343"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt56998.2023.10308343","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt56998.2023.10308343","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5064048814","display_name":"Md. Humayun Kabir","orcid":"https://orcid.org/0000-0002-4690-158X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md. Humayun Kabir","raw_affiliation_strings":["North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093119520","display_name":"Nadim Samrat","orcid":"https://orcid.org/0009-0009-1727-3391"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nadim Samrat","raw_affiliation_strings":["North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100625288","display_name":"Abdullah Al Mahmud","orcid":"https://orcid.org/0000-0003-1144-4363"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdullah Al Mahmud","raw_affiliation_strings":["North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113052807","display_name":"Rasmy Akter","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rasmy Akter","raw_affiliation_strings":["North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058039230","display_name":"M. Raihan","orcid":"https://orcid.org/0000-0003-1072-3555"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M. Raihan","raw_affiliation_strings":["North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Department of Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"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":0.9991000294685364,"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/T10355","display_name":"Impact of Technology on Adolescents","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.7267565727233887},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.7071645855903625},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.592080295085907},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.5785390734672546},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5677077174186707},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5099672079086304},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4890064001083374},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.4427148699760437},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4398091435432434},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4119032621383667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.296886146068573},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.17282921075820923},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.16500914096832275},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10354259610176086}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7267565727233887},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.7071645855903625},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.592080295085907},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.5785390734672546},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5677077174186707},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5099672079086304},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4890064001083374},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4427148699760437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4398091435432434},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4119032621383667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.296886146068573},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.17282921075820923},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.16500914096832275},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10354259610176086},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt56998.2023.10308343","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt56998.2023.10308343","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2600145262","https://openalex.org/W2889097229","https://openalex.org/W2998644122","https://openalex.org/W3016761862","https://openalex.org/W3039312909","https://openalex.org/W3047372469","https://openalex.org/W3093559540","https://openalex.org/W3126398860","https://openalex.org/W3186079046","https://openalex.org/W3195421215","https://openalex.org/W3215748564","https://openalex.org/W4231403215","https://openalex.org/W4235829351","https://openalex.org/W4289229489","https://openalex.org/W4290520210","https://openalex.org/W4292302202","https://openalex.org/W4372355086","https://openalex.org/W6798924405"],"related_works":["https://openalex.org/W2386723501","https://openalex.org/W2387879414","https://openalex.org/W2390304029","https://openalex.org/W2354923724","https://openalex.org/W2146830340","https://openalex.org/W4288601434","https://openalex.org/W2377101853","https://openalex.org/W2362180844","https://openalex.org/W2378405797","https://openalex.org/W2913869602"],"abstract_inverted_index":{"Psychological":[0],"stress":[1,14,45,61,72,149,170,182],"poses":[2],"a":[3,31,36,41,63,92,195],"current":[4],"threat":[5],"to":[6,22,30,119,125,144],"the":[7,19,23,53,56,101,146,152,166,178,186],"well-being":[8,106],"of":[9,13,26,52,66,86,103,110,148,154,168,180,197,200,205],"individuals.":[10],"The":[11,84,108],"prevalence":[12],"among":[15,49,123],"individuals":[16,124],"is":[17,62,90,163],"on":[18,77,95],"rise":[20],"due":[21],"escalating":[24],"pace":[25],"modern":[27],"life.":[28],"According":[29],"global":[32],"poll":[33],"published":[34],"by":[35],"new":[37],"business":[38],"in":[39,44,55,134],"2010,":[40],"significant":[42,93],"increase":[43],"has":[46,117],"been":[47],"observed":[48],"over":[50],"half":[51],"population":[54],"preceding":[57],"two":[58],"years.":[59],"While":[60],"ubiquitous":[64],"aspect":[65],"daily":[67,128],"life,":[68],"excessive":[69],"and":[70,81,105,115,130,132,202],"enduring":[71],"can":[73],"have":[74],"adverse":[75],"effects":[76],"an":[78,120,203],"individual\u2019s":[79],"psychological":[80],"physiological":[82],"health.":[83],"proliferation":[85,109],"social":[87,139,155],"media":[88],"platforms":[89,111],"exerting":[91],"influence":[94],"individuals\u2019":[96],"lives":[97],"as":[98,100,113],"well":[99],"field":[102],"health":[104],"research.":[107],"such":[112],"Twitter":[114],"Facebook":[116],"led":[118],"increased":[121],"inclination":[122],"share":[126],"their":[127],"experiences,":[129],"emotions,":[131],"engage":[133],"communication":[135],"with":[136],"friends":[137],"via":[138],"media.":[140],"This":[141],"paper":[142],"aims":[143],"explore":[145],"topic":[147],"prediction":[150],"through":[151],"utilization":[153],"networking":[156],"sites.":[157],"In":[158],"this":[159],"study,":[160],"textual":[161],"data":[162],"employed":[164,176],"for":[165,177],"purpose":[167,179],"predicting":[169],"levels.":[171],"Machine":[172],"learning":[173],"techniques":[174],"are":[175],"conducting":[181],"analysis":[183],"classification.":[184],"Among":[185],"models":[187],"evaluated,":[188],"Logistic":[189],"Regression":[190],"demonstrated":[191],"superior":[192],"performance,":[193],"achieving":[194],"precision":[196],"83%,":[198],"recall":[199],"100%,":[201],"f1-score":[204],"91%.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
