{"id":"https://openalex.org/W4410226417","doi":"https://doi.org/10.1109/access.2025.3568340","title":"Revolutionizing Mental Health Sentiment Analysis With BERT-Fuse: A Hybrid Deep Learning Model","display_name":"Revolutionizing Mental Health Sentiment Analysis With BERT-Fuse: A Hybrid Deep Learning Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410226417","doi":"https://doi.org/10.1109/access.2025.3568340"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3568340","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3568340","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3568340","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111285702","display_name":"Md. Mithun Hossain","orcid":"https://orcid.org/0009-0001-4883-1802"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Mithun Hossain","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0001-4883-1802","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117489995","display_name":"Sanjara","orcid":null},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sanjara","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0002-6315-4683","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Md. Shakil Hossain","orcid":"https://orcid.org/0009-0009-1584-3282"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Shakil Hossain","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0009-1584-3282","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046748734","display_name":"Sudipto Chaki","orcid":"https://orcid.org/0000-0002-7286-6722"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sudipto Chaki","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-7286-6722","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100739173","display_name":"Md. Saifur Rahman","orcid":"https://orcid.org/0000-0003-4851-7546"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Saifur Rahman","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103823546","display_name":"A B M Shawkat Ali","orcid":"https://orcid.org/0009-0004-1408-6690"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"A. B. M. Shawkat Ali","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business and Technology (BUBT), Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":17.4055,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.99266867,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"85428","last_page":"85446"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.8722000122070312,"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":0.8722000122070312,"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/fuse","display_name":"Fuse (electrical)","score":0.7175848484039307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6570507287979126},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5648794174194336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5207579135894775},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.4857400059700012},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4645276963710785},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33128663897514343},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3290770947933197},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1567767858505249},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.13585343956947327},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11676222085952759},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08779013156890869}],"concepts":[{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.7175848484039307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6570507287979126},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5648794174194336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5207579135894775},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.4857400059700012},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4645276963710785},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33128663897514343},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3290770947933197},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1567767858505249},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.13585343956947327},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11676222085952759},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08779013156890869}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3568340","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3568340","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:da987ed5f842403ea5bd7def2fe8764e","is_oa":true,"landing_page_url":"https://doaj.org/article/da987ed5f842403ea5bd7def2fe8764e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 85428-85446 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3568340","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3568340","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325821","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W2512748481","https://openalex.org/W2912290085","https://openalex.org/W2965373594","https://openalex.org/W3014803340","https://openalex.org/W3142495798","https://openalex.org/W3196324893","https://openalex.org/W3196871682","https://openalex.org/W3211172319","https://openalex.org/W4213072767","https://openalex.org/W4220916703","https://openalex.org/W4290520210","https://openalex.org/W4306319365","https://openalex.org/W4385237182","https://openalex.org/W4388190222","https://openalex.org/W4389438760","https://openalex.org/W4389624963","https://openalex.org/W4392408012","https://openalex.org/W4399349276","https://openalex.org/W4401452685","https://openalex.org/W4401965316","https://openalex.org/W4402215898","https://openalex.org/W4403109176","https://openalex.org/W4403722932","https://openalex.org/W4404293753","https://openalex.org/W4405272875","https://openalex.org/W4405488398","https://openalex.org/W4405754382","https://openalex.org/W4406050242","https://openalex.org/W4406525004","https://openalex.org/W4406847977","https://openalex.org/W4406851761","https://openalex.org/W6755207826","https://openalex.org/W6768851824","https://openalex.org/W6858770772"],"related_works":["https://openalex.org/W3000097931","https://openalex.org/W2354322770","https://openalex.org/W4237547500","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W1537496349","https://openalex.org/W4243305035","https://openalex.org/W2379407973","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Mental":[0],"health":[1,26,145,170,198],"disorders":[2],"profoundly":[3],"affect":[4],"intellectual":[5],"ability,":[6],"emotional":[7],"resilience,":[8],"and":[9,19,42,59,80,98,110,114,129,188,205],"social":[10],"stability,":[11],"leading":[12],"to":[13,157],"lasting":[14],"effects":[15],"on":[16,135],"both":[17],"individuals":[18],"society.":[20],"Increasing":[21],"global":[22],"concern":[23],"over":[24],"mental":[25,52,144,169,197],"calls":[27],"for":[28,39,168,195],"innovative":[29],"solutions,":[30],"with":[31,82,172],"sentiment":[32],"analysis":[33],"emerging":[34],"as":[35,163],"a":[36,69,136,164],"promising":[37],"approach":[38],"early":[40],"diagnosis":[41],"intervention.":[43],"Traditional":[44],"methods":[45],"are":[46,202],"limited":[47],"by":[48],"the":[49,120,151,183,193],"complexity":[50],"of":[51,125,139,153,178],"health-related":[53],"texts,":[54],"which":[55],"contain":[56],"specialized":[57],"terminology":[58],"domain-specific":[60],"nuances.":[61],"To":[62],"address":[63],"these":[64],"challenges,":[65],"we":[66],"propose":[67],"BERT-Fuse,":[68],"hybrid":[70],"deep":[71,186],"learning":[72,187],"model":[73,132,155,181],"combining":[74],"traditional":[75],"feature":[76],"extraction":[77],"techniques":[78],"(TF-IDF":[79],"Bag-of-Words)":[81],"advanced":[83],"neural":[84],"architectures,":[85],"including":[86],"Bidirectional":[87],"Long":[88],"Short-Term":[89],"Memory":[90],"(LSTM),":[91],"Gated":[92],"Recurrent":[93],"Unit":[94],"(GRU),":[95],"Transformer":[96],"blocks,":[97],"Convolutional":[99],"Neural":[100],"Networks":[101],"(CNN).":[102],"We":[103],"evaluated":[104],"three":[105],"word":[106],"embedding":[107],"techniques-BERT,":[108],"GloVe,":[109],"FastText":[111],"within":[112],"BERT-Fuse":[113,160],"found":[115],"that":[116,201],"BERT":[117],"embeddings":[118],"achieve":[119],"highest":[121],"performance":[122],"in":[123],"terms":[124],"accuracy,":[126],"precision,":[127],"recall,":[128],"F1-score.":[130],"The":[131],"was":[133],"trained":[134],"balanced":[137],"dataset":[138],"text":[140,190],"samples":[141],"representing":[142],"seven":[143],"conditions.":[146],"An":[147],"ablation":[148],"study":[149],"highlights":[150],"contributions":[152],"key":[154],"components":[156],"its":[158],"performance.":[159],"shows":[161],"promise":[162],"scalable,":[165],"high-precision":[166],"system":[167],"detection":[171],"an":[173],"impressive":[174],"average":[175],"test":[176],"accuracy":[177],"97.05%.":[179],"Our":[180],"bridges":[182],"gap":[184],"between":[185],"psychological":[189],"analysis,":[191],"paving":[192],"way":[194],"future":[196],"assessment":[199],"tools":[200],"more":[203],"intelligent":[204],"easily":[206],"accessible.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}