{"id":"https://openalex.org/W4413619983","doi":"https://doi.org/10.22437/jiituj.v9i3.46375","title":"EARLY DETECTION OF ACADEMIC DEPRESSION USING SMARTPHONE-BASED MACHINE LEARNING MODELS","display_name":"EARLY DETECTION OF ACADEMIC DEPRESSION USING SMARTPHONE-BASED MACHINE LEARNING MODELS","publication_year":2025,"publication_date":"2025-08-10","ids":{"openalex":"https://openalex.org/W4413619983","doi":"https://doi.org/10.22437/jiituj.v9i3.46375"},"language":"en","primary_location":{"id":"doi:10.22437/jiituj.v9i3.46375","doi":"https://doi.org/10.22437/jiituj.v9i3.46375","is_oa":true,"landing_page_url":"https://doi.org/10.22437/jiituj.v9i3.46375","pdf_url":"https://online-journal.unja.ac.id/JIITUJ/article/download/46375/21891","source":{"id":"https://openalex.org/S4210198043","display_name":"Jurnal Ilmiah Ilmu Terapan Universitas Jambi|JIITUJ|","issn_l":"2580-2240","issn":["2580-2240","2580-2259"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314958","host_organization_name":"Jambi University","host_organization_lineage":["https://openalex.org/P4310314958"],"host_organization_lineage_names":["Jambi University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Ilmiah Ilmu Terapan Universitas Jambi","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://online-journal.unja.ac.id/JIITUJ/article/download/46375/21891","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006112877","display_name":"Edi Surya Negara","orcid":"https://orcid.org/0000-0002-6387-2813","observed_orcids":["https://orcid.org/0000-0002-6387-2813"]},"institutions":[{"id":"https://openalex.org/I4210113646","display_name":"Universitas Bina Darma","ror":"https://ror.org/02579k123","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210113646"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Edi Surya Negara","raw_affiliation_strings":["Universitas Bina Darma"],"raw_orcid":"https://orcid.org/0000-0002-6387-2813","affiliations":[{"raw_affiliation_string":"Universitas Bina Darma","institution_ids":["https://openalex.org/I4210113646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081835983","display_name":"Latius Hermawan","orcid":"https://orcid.org/0000-0001-5360-0550","observed_orcids":["https://orcid.org/0000-0001-5360-0550"]},"institutions":[{"id":"https://openalex.org/I271888150","display_name":"Sriwijaya University","ror":"https://ror.org/030bmb197","country_code":"ID","type":"education","lineage":["https://openalex.org/I271888150"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Latius Hermawan","raw_affiliation_strings":["Universitas Sriwijaya"],"raw_orcid":"https://orcid.org/0000-0001-5360-0550","affiliations":[{"raw_affiliation_string":"Universitas Sriwijaya","institution_ids":["https://openalex.org/I271888150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023826559","display_name":"Hastari Mayrita","orcid":"https://orcid.org/0000-0001-6527-7033","observed_orcids":["https://orcid.org/0000-0001-6527-7033","https://orcid.org/0009-0000-3093-9287"]},"institutions":[{"id":"https://openalex.org/I4210113646","display_name":"Universitas Bina Darma","ror":"https://ror.org/02579k123","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210113646"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hastari Mayrita","raw_affiliation_strings":["Universitas Bina Darma"],"raw_orcid":"https://orcid.org/0009-0000-3093-9287","affiliations":[{"raw_affiliation_string":"Universitas Bina Darma","institution_ids":["https://openalex.org/I4210113646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014424611","display_name":"Desy Arisandy","orcid":"https://orcid.org/0000-0002-3590-8241","observed_orcids":["https://orcid.org/0000-0002-3590-8241"]},"institutions":[{"id":"https://openalex.org/I4210113646","display_name":"Universitas Bina Darma","ror":"https://ror.org/02579k123","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210113646"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Desy Arisandy","raw_affiliation_strings":["Universitas Bina Darma"],"raw_orcid":"https://orcid.org/0000-0002-3590-8241","affiliations":[{"raw_affiliation_string":"Universitas Bina Darma","institution_ids":["https://openalex.org/I4210113646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041931625","display_name":"Mohamad Farozi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210113646","display_name":"Universitas Bina Darma","ror":"https://ror.org/02579k123","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210113646"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Mohamad Farozi","raw_affiliation_strings":["Universitas Bina Darma"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Bina Darma","institution_ids":["https://openalex.org/I4210113646"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rahmat Ramadan","orcid":"https://orcid.org/0000-0002-9450-9849","observed_orcids":["https://orcid.org/0000-0002-9450-9849"]},"institutions":[{"id":"https://openalex.org/I4210097553","display_name":"Universitas 17 Agustus 1945 Jakarta","ror":"https://ror.org/00vp4y570","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210097553"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Rahmat Ramadan","raw_affiliation_strings":["Universitas 17 Agustus 1945"],"raw_orcid":"https://orcid.org/0000-0002-9450-9849","affiliations":[{"raw_affiliation_string":"Universitas 17 Agustus 1945","institution_ids":["https://openalex.org/I4210097553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031012951","display_name":"Sunda Ariana","orcid":"https://orcid.org/0009-0006-4073-4377","observed_orcids":["https://orcid.org/0009-0006-4073-4377"]},"institutions":[{"id":"https://openalex.org/I4210113646","display_name":"Universitas Bina Darma","ror":"https://ror.org/02579k123","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210113646"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Sunda Ariana","raw_affiliation_strings":["Universitas Bina Darma"],"raw_orcid":"https://orcid.org/0009-0006-4073-4377","affiliations":[{"raw_affiliation_string":"Universitas Bina Darma","institution_ids":["https://openalex.org/I4210113646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083264027","display_name":"Ria Andryani","orcid":"https://orcid.org/0009-0003-4528-4262","observed_orcids":["https://orcid.org/0009-0003-4528-4262"]},"institutions":[{"id":"https://openalex.org/I4210113646","display_name":"Universitas Bina Darma","ror":"https://ror.org/02579k123","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210113646"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Ria Andryani","raw_affiliation_strings":["Universitas Bina Darma"],"raw_orcid":"https://orcid.org/0009-0003-4528-4262","affiliations":[{"raw_affiliation_string":"Universitas Bina Darma","institution_ids":["https://openalex.org/I4210113646"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1384,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81304817,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"9","issue":"3","first_page":"1104","last_page":"1116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9272000193595886,"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":0.9272000193595886,"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":0.04039999842643738,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.012299999594688416,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/early-detection","display_name":"early detection","score":0.8270000219345093},{"id":"https://openalex.org/keywords/mobile-application","display_name":"mobile application","score":0.8209999799728394},{"id":"https://openalex.org/keywords/mental-health","display_name":"mental health","score":0.5889999866485596},{"id":"https://openalex.org/keywords/student-counseling","display_name":"student counseling","score":0.5410000085830688},{"id":"https://openalex.org/keywords/conversation-analysis","display_name":"conversation analysis","score":0.6940000057220459},{"id":"https://openalex.org/keywords/mental-health-stigma","display_name":"mental health stigma","score":0.7820000052452087},{"id":"https://openalex.org/keywords/mobile-health","display_name":"mobile health","score":0.453000009059906},{"id":"https://openalex.org/keywords/college-students","display_name":"university students","score":0.578000009059906}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6521901488304138},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5025424957275391},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48198598623275757},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4412885308265686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4373801350593567},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.33827775716781616},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33042415976524353},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.22437/jiituj.v9i3.46375","doi":"https://doi.org/10.22437/jiituj.v9i3.46375","is_oa":true,"landing_page_url":"https://doi.org/10.22437/jiituj.v9i3.46375","pdf_url":"https://online-journal.unja.ac.id/JIITUJ/article/download/46375/21891","source":{"id":"https://openalex.org/S4210198043","display_name":"Jurnal Ilmiah Ilmu Terapan Universitas Jambi|JIITUJ|","issn_l":"2580-2240","issn":["2580-2240","2580-2259"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314958","host_organization_name":"Jambi University","host_organization_lineage":["https://openalex.org/P4310314958"],"host_organization_lineage_names":["Jambi University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Ilmiah Ilmu Terapan Universitas Jambi","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.22437/jiituj.v9i3.46375","doi":"https://doi.org/10.22437/jiituj.v9i3.46375","is_oa":true,"landing_page_url":"https://doi.org/10.22437/jiituj.v9i3.46375","pdf_url":"https://online-journal.unja.ac.id/JIITUJ/article/download/46375/21891","source":{"id":"https://openalex.org/S4210198043","display_name":"Jurnal Ilmiah Ilmu Terapan Universitas Jambi|JIITUJ|","issn_l":"2580-2240","issn":["2580-2240","2580-2259"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314958","host_organization_name":"Jambi University","host_organization_lineage":["https://openalex.org/P4310314958"],"host_organization_lineage_names":["Jambi University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Ilmiah Ilmu Terapan Universitas Jambi","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9763000011444092}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320336199","display_name":"Direktorat Riset dan Pengabdian Masyarakat","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413619983.pdf","grobid_xml":"https://content.openalex.org/works/W4413619983.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Mental":[0],"health":[1,51],"in":[2],"developing":[3,122],"countries":[4],"is":[5,17],"a":[6,39,93,123,129,142,157],"common":[7],"and":[8,16,26,104,116],"complex":[9],"problem.":[10],"The":[11],"problem":[12],"continues":[13],"to":[14,20,34,54,78,83,140],"increase":[15],"closely":[18],"related":[19,53],"low":[21],"self-confidence,":[22],"negative":[23,85],"interpersonal":[24],"relationships,":[25],"academic":[27,36,108,149],"depression.":[28],"This":[29,57,90,126],"can":[30,47,59],"affect":[31],"students'":[32],"ability":[33],"complete":[35],"assignments":[37],"on":[38,68],"university":[40],"scale.":[41],"An":[42],"AI-based":[43],"early":[44,105],"detection":[45,106,151],"application":[46,152],"potentially":[48],"improve":[49],"mental":[50,88],"services":[52],"treatment":[55],"access.":[56],"system":[58],"help":[60],"identify":[61],"users":[62],"who":[63,75],"may":[64],"be":[65],"depressed":[66],"based":[67],"the":[69,84,119],"language":[70],"used,":[71],"especially":[72],"for":[73,121],"those":[74],"are":[76],"reluctant":[77],"seek":[79],"professional":[80],"solutions":[81],"due":[82],"stigma":[86],"of":[87,101,107,131,147],"health.":[89],"study":[91,127],"uses":[92],"qualitative":[94],"descriptive":[95],"method":[96],"involving":[97],"observation,":[98],"in-depth":[99],"analysis":[100],"group":[102],"conversations,":[103],"depression":[109,150],"by":[110],"identifying":[111],"conversation":[112],"patterns":[113],"between":[114],"students":[115],"counselors":[117],"as":[118,137,156],"basis":[120],"smartphone-based":[124],"application.":[125,159],"produced":[128],"dataset":[130],"395":[132],"depression-level":[133],"data":[134,139],"entries":[135],"used":[136],"training":[138],"develop":[141],"machine-learning":[143],"model.":[144],"A":[145],"prototype":[146],"an":[148],"has":[153],"been":[154],"developed":[155],"mobile-based":[158]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-06T10:28:23.643775","created_date":"2025-10-10T00:00:00"}
