{"id":"https://openalex.org/W7122547237","doi":"https://doi.org/10.36341/rabit.v11i1.7347","title":"SISTEM CHATBOT KESEHATAN MENTAL BERBASIS LLM DENGAN DETEKSI EMOSI DAN RETRIEVAL AUGMENTED GENERATION","display_name":"SISTEM CHATBOT KESEHATAN MENTAL BERBASIS LLM DENGAN DETEKSI EMOSI DAN RETRIEVAL AUGMENTED GENERATION","publication_year":2026,"publication_date":"2026-01-11","ids":{"openalex":"https://openalex.org/W7122547237","doi":"https://doi.org/10.36341/rabit.v11i1.7347"},"language":"id","primary_location":{"id":"doi:10.36341/rabit.v11i1.7347","doi":"https://doi.org/10.36341/rabit.v11i1.7347","is_oa":true,"landing_page_url":"https://doi.org/10.36341/rabit.v11i1.7347","pdf_url":null,"source":{"id":"https://openalex.org/S4210178232","display_name":"Rabit Jurnal Teknologi dan Sistem Informasi Univrab","issn_l":"2477-2062","issn":["2477-2062","2502-891X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210099384","host_organization_name":"Universitas Abdurrab","host_organization_lineage":["https://openalex.org/I4210099384"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Rabit : Jurnal Teknologi dan Sistem Informasi Univrab","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.36341/rabit.v11i1.7347","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122816217","display_name":"Dhia Tawakalna","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dhia Tawakalna","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059356972","display_name":"Junta Zeniarja","orcid":"https://orcid.org/0000-0001-5009-666X","observed_orcids":["https://orcid.org/0000-0001-5009-666X"]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Junta Zeniarja","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210127958"],"apc_list":null,"apc_paid":null,"fwci":24.8416,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.9940306,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"1","first_page":"1398","last_page":"1412"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.29420000314712524,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.29420000314712524,"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/T12031","display_name":"Speech and dialogue systems","score":0.28299999237060547,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.12330000102519989,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mental-health-chatbots","display_name":"mental health chatbots","score":0.9990000128746033},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9760000109672546},{"id":"https://openalex.org/keywords/retrieval-augmented-generation","display_name":"retrieval-augmented generation","score":0.8569999933242798},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"emotion recognition","score":0.9879999756813049},{"id":"https://openalex.org/keywords/qlora","display_name":"QLoRA","score":0.7139999866485596},{"id":"https://openalex.org/keywords/user-profiling","display_name":"user profiling","score":0.8579999804496765},{"id":"https://openalex.org/keywords/indobert","display_name":"IndoBERT","score":0.8130000233650208},{"id":"https://openalex.org/keywords/sentence-embeddings","display_name":"sentence embeddings","score":0.699999988079071},{"id":"https://openalex.org/keywords/ai-safety","display_name":"AI safety","score":0.7369999885559082}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.7235999703407288},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6202999949455261},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.47690001130104065},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33869999647140503},{"id":"https://openalex.org/C7453019","wikidata":"https://www.wikidata.org/wiki/Q16254302","display_name":"Negativity effect","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.22390000522136688},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.21220000088214874},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.20489999651908875},{"id":"https://openalex.org/C55166926","wikidata":"https://www.wikidata.org/wiki/Q2892946","display_name":"Oracle","level":2,"score":0.20020000636577606},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1881999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.36341/rabit.v11i1.7347","doi":"https://doi.org/10.36341/rabit.v11i1.7347","is_oa":true,"landing_page_url":"https://doi.org/10.36341/rabit.v11i1.7347","pdf_url":null,"source":{"id":"https://openalex.org/S4210178232","display_name":"Rabit Jurnal Teknologi dan Sistem Informasi Univrab","issn_l":"2477-2062","issn":["2477-2062","2502-891X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210099384","host_organization_name":"Universitas Abdurrab","host_organization_lineage":["https://openalex.org/I4210099384"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Rabit : Jurnal Teknologi dan Sistem Informasi Univrab","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.36341/rabit.v11i1.7347","doi":"https://doi.org/10.36341/rabit.v11i1.7347","is_oa":true,"landing_page_url":"https://doi.org/10.36341/rabit.v11i1.7347","pdf_url":null,"source":{"id":"https://openalex.org/S4210178232","display_name":"Rabit Jurnal Teknologi dan Sistem Informasi Univrab","issn_l":"2477-2062","issn":["2477-2062","2502-891X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210099384","host_organization_name":"Universitas Abdurrab","host_organization_lineage":["https://openalex.org/I4210099384"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Rabit : Jurnal Teknologi dan Sistem Informasi Univrab","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9391000270843506,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7163205344","https://openalex.org/W6999439755","https://openalex.org/W7162000577","https://openalex.org/W7117945646","https://openalex.org/W7223460442","https://openalex.org/W7221224906","https://openalex.org/W7167360786","https://openalex.org/W7124835314","https://openalex.org/W4405506149","https://openalex.org/W4403371130"],"abstract_inverted_index":{"Permasalahan":[0],"kesehatan":[1,25,42,81,196],"mental":[2,26,43,82,197],"di":[3],"Indonesia":[4],"memerlukan":[5],"sistem":[6,94,142,162,193],"dukungan":[7],"psikologis":[8],"awal":[9,195],"yang":[10,27,46,149,158,176,189,198],"mudah":[11],"diakses,":[12],"aman,":[13,200],"dan":[14,32,37,67,75,99,121,128,147,155,172,201],"bertanggung":[15,202],"jawab.":[16],"Perkembangan":[17],"Large":[18],"Language":[19],"Model":[20],"(LLM)":[21],"memungkinkan":[22],"pengembangan":[23],"chatbot":[24,41],"mampu":[28,165],"menghasilkan":[29,173],"respons":[30,114,174],"empatik":[31],"kontekstual.":[33],"Penelitian":[34],"ini":[35,183],"mengusulkan":[36],"mengevaluasi":[38],"arsitektur":[39,186],"hybrid":[40,187],"berbasis":[44,56,91,96],"LLM":[45,86],"mengintegrasikan":[47],"fine-tuning":[48,85],"parameter":[49],"efisien":[50],"(QLoRA),":[51],"user":[52],"profiling":[53],"jangka":[54],"pendek":[55],"deteksi":[57,89],"emosi,":[58],"serta":[59,93,123],"Retrieval-Augmented":[60],"Generation":[61],"(RAG)":[62],"untuk":[63],"meningkatkan":[64],"kualitas,":[65],"relevansi,":[66],"keamanan":[68],"respons.":[69],"Metodologi":[70],"penelitian":[71],"dirancang":[72],"secara":[73,163],"modular":[74],"reprodusibel,":[76],"meliputi":[77],"praproses":[78],"data":[79,101],"percakapan":[80],"berbahasa":[83],"Indonesia,":[84],"menggunakan":[87,116],"QLoRA,":[88],"emosi":[90,167],"IndoBERT,":[92],"RAG":[95],"sentence":[97],"embedding":[98],"basis":[100],"vektor":[102],"FAISS.":[103],"Kontribusi":[104],"masing-masing":[105],"komponen":[106],"dievaluasi":[107],"melalui":[108,125],"ablation":[109],"study":[110],"bertingkat,":[111],"sementara":[112],"kualitas":[113],"diukur":[115],"metrik":[117],"BLEU,":[118],"ROUGE-L,":[119],"METEOR,":[120],"CIDEr,":[122],"diuji":[124],"evaluasi":[126],"kualitatif":[127],"safety":[129],"stress-test.":[130],"Hasil":[131],"menunjukkan":[132],"bahwa":[133,185],"meskipun":[134],"nilai":[135],"BLEU":[136],"relatif":[137],"rendah":[138],"sebagaimana":[139],"umum":[140],"pada":[141],"dialog":[143],"terbuka,":[144],"skor":[145],"METEOR":[146],"CIDEr":[148],"lebih":[150],"tinggi":[151],"mengindikasikan":[152],"kesesuaian":[153],"semantik":[154],"relevansi":[156],"informasi":[157],"kuat.":[159],"Selain":[160],"itu,":[161],"konsisten":[164],"mengenali":[166],"pengguna,":[168],"menolak":[169],"permintaan":[170],"berisiko,":[171],"non-diagnostik":[175],"selaras":[177],"dengan":[178],"prinsip":[179],"AI":[180],"Safety.":[181],"Temuan":[182],"menegaskan":[184],"LLM\u2013RAG":[188],"diusulkan":[190],"efektif":[191],"sebagai":[192,206],"pendukung":[194],"kontekstual,":[199],"jawab,":[203],"tanpa":[204],"dimaksudkan":[205],"pengganti":[207],"layanan":[208],"profesional.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":6}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-01-13T00:00:00"}