{"id":"https://openalex.org/W4411249005","doi":"https://doi.org/10.3390/bioengineering12060641","title":"A CNN-Transformer Fusion Model for Proactive Detection of Schizophrenia Relapse from EEG Signals","display_name":"A CNN-Transformer Fusion Model for Proactive Detection of Schizophrenia Relapse from EEG Signals","publication_year":2025,"publication_date":"2025-06-12","ids":{"openalex":"https://openalex.org/W4411249005","doi":"https://doi.org/10.3390/bioengineering12060641","pmid":"https://pubmed.ncbi.nlm.nih.gov/40564457","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/12189536"},"language":"en","primary_location":{"id":"doi:10.3390/bioengineering12060641","doi":"https://doi.org/10.3390/bioengineering12060641","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering12060641","pdf_url":"https://www.mdpi.com/2306-5354/12/6/641/pdf?version=1749706728","source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2306-5354/12/6/641/pdf?version=1749706728","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009335263","display_name":"Sana Yasin","orcid":"https://orcid.org/0000-0002-3723-2839","observed_orcids":["https://orcid.org/0000-0002-3723-2839"]},"institutions":[{"id":"https://openalex.org/I3130814776","display_name":"University of Okara","ror":"https://ror.org/02fmg6q11","country_code":"PK","type":"education","lineage":["https://openalex.org/I3130814776"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sana Yasin","raw_affiliation_strings":["Department of Computer Science, University of Okara, Okara 56300, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Okara, Okara 56300, Pakistan","institution_ids":["https://openalex.org/I3130814776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004626236","display_name":"Muhammad Adeel","orcid":"https://orcid.org/0000-0002-3285-7311","observed_orcids":["https://orcid.org/0000-0002-3285-7311"]},"institutions":[{"id":"https://openalex.org/I3130814776","display_name":"University of Okara","ror":"https://ror.org/02fmg6q11","country_code":"PK","type":"education","lineage":["https://openalex.org/I3130814776"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Adeel","raw_affiliation_strings":["Department of Computer Science, University of Okara, Okara 56300, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Okara, Okara 56300, Pakistan","institution_ids":["https://openalex.org/I3130814776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019624413","display_name":"Umar Draz","orcid":"https://orcid.org/0000-0001-9576-5249","observed_orcids":["https://orcid.org/0000-0001-9576-5249"]},"institutions":[{"id":"https://openalex.org/I4391012538","display_name":"University of Sahiwal","ror":"https://ror.org/02e4fn963","country_code":"PK","type":"education","lineage":["https://openalex.org/I4391012538"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Umar Draz","raw_affiliation_strings":["Department of Computer Science, University of Sahiwal, Sahiwal 57000, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Sahiwal, Sahiwal 57000, Pakistan","institution_ids":["https://openalex.org/I4391012538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030939801","display_name":"Tariq M. Ali","orcid":"https://orcid.org/0000-0003-2445-0519","observed_orcids":["https://orcid.org/0000-0003-2445-0519"]},"institutions":[{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Tariq Ali","raw_affiliation_strings":["Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk, Tabuk 71491, Saudi Arabia","Faculty of Computers and Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-2445-0519","affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk, Tabuk 71491, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]},{"raw_affiliation_string":"Faculty of Computers and Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043748979","display_name":"Mohammad Hijji","orcid":"https://orcid.org/0000-0001-9279-401X","observed_orcids":["https://orcid.org/0000-0001-9279-401X"]},"institutions":[{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammad Hijji","raw_affiliation_strings":["Faculty of Computers and Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108408274","display_name":"Muhammad Ayaz","orcid":"https://orcid.org/0000-0002-7574-902X","observed_orcids":["https://orcid.org/0000-0002-7574-902X","https://orcid.org/0009-0008-5251-5192","https://orcid.org/0009-0003-3982-1316"]},"institutions":[{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Muhammad Ayaz","raw_affiliation_strings":["Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk, Tabuk 71491, Saudi Arabia","Faculty of Computers and Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7574-902X","affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk, Tabuk 71491, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]},{"raw_affiliation_string":"Faculty of Computers and Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010821069","display_name":"Ashraf M. Marei","orcid":"https://orcid.org/0009-0004-1295-2487","observed_orcids":["https://orcid.org/0009-0004-1295-2487"]},"institutions":[{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ashraf M. Marei","raw_affiliation_strings":["Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk, Tabuk 71491, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk, Tabuk 71491, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019624413","https://openalex.org/A5030939801"],"corresponding_institution_ids":["https://openalex.org/I4391012538","https://openalex.org/I72264486"],"apc_list":{"value":2700,"currency":"CHF","value_usd":3258},"apc_paid":{"value":2700,"currency":"CHF","value_usd":3258},"fwci":4.2909,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.94991599,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"12","issue":"6","first_page":"641","last_page":"641"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.019700000062584877,"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/T10023","display_name":"Schizophrenia research and treatment","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/eeg-signals","display_name":"EEG signals","score":0.8360000252723694},{"id":"https://openalex.org/keywords/hybrid-cnn-transformer-model","display_name":"CNN-Transformer hybrid","score":0.9430000185966492},{"id":"https://openalex.org/keywords/hybrid-deep-learning","display_name":"hybrid deep learning model","score":0.4819999933242798},{"id":"https://openalex.org/keywords/clinical-characteristics","display_name":"clinical features","score":0.5049999952316284},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"sentiment analysis","score":0.5950000286102295},{"id":"https://openalex.org/keywords/mental-health-monitoring","display_name":"mental health monitoring","score":0.7160000205039978},{"id":"https://openalex.org/keywords/relapse-prevention","display_name":"relapse prevention","score":0.8040000200271606},{"id":"https://openalex.org/keywords/early-relapse-detection","display_name":"early relapse detection","score":0.6899999976158142}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6442054510116577},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4721375107765198},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4689704179763794},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4636467695236206},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3772415220737457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3399549722671509},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.33938342332839966},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3008057475090027},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21665340662002563},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1437493860721588},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.10926768183708191},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/bioengineering12060641","doi":"https://doi.org/10.3390/bioengineering12060641","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering12060641","pdf_url":"https://www.mdpi.com/2306-5354/12/6/641/pdf?version=1749706728","source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},{"id":"pmh:oai:europepmc.org:10997960","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12189536","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Text"},{"id":"pmid:40564457","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40564457","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12189536","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12189536/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:2e06126042a64824b60c1a7155d47500","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/2e06126042a64824b60c1a7155d47500","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,"listed_in":[],"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":"Bioengineering, Vol 12, Iss 6, p 641 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bioengineering12060641","doi":"https://doi.org/10.3390/bioengineering12060641","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering12060641","pdf_url":"https://www.mdpi.com/2306-5354/12/6/641/pdf?version=1749706728","source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9763000011444092,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411249005.pdf","grobid_xml":"https://content.openalex.org/works/W4411249005.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2128495200","https://openalex.org/W2618851150","https://openalex.org/W2772747611","https://openalex.org/W2944218525","https://openalex.org/W2951934944","https://openalex.org/W2981869278","https://openalex.org/W2994536315","https://openalex.org/W3002996832","https://openalex.org/W3005680577","https://openalex.org/W3012501605","https://openalex.org/W3035524453","https://openalex.org/W3120047348","https://openalex.org/W3126231150","https://openalex.org/W3136625518","https://openalex.org/W3136951845","https://openalex.org/W3159120247","https://openalex.org/W3211753177","https://openalex.org/W4206615250","https://openalex.org/W4223610593","https://openalex.org/W4226101334","https://openalex.org/W4310037079","https://openalex.org/W4317042343","https://openalex.org/W4320921249","https://openalex.org/W4323073251","https://openalex.org/W4362586050","https://openalex.org/W4364302140","https://openalex.org/W4385243259","https://openalex.org/W4385621962","https://openalex.org/W4389438760","https://openalex.org/W4390638923","https://openalex.org/W4391358641","https://openalex.org/W4392130626","https://openalex.org/W4392139599","https://openalex.org/W4396517782","https://openalex.org/W4399985209","https://openalex.org/W4400049571","https://openalex.org/W4400135883","https://openalex.org/W4402529765","https://openalex.org/W4403024245","https://openalex.org/W4404771888","https://openalex.org/W4405010430","https://openalex.org/W4406604303"],"related_works":["https://openalex.org/W7130533236","https://openalex.org/W7204454097","https://openalex.org/W4408400882","https://openalex.org/W4409102620","https://openalex.org/W4400617010","https://openalex.org/W4411270917","https://openalex.org/W4411640323","https://openalex.org/W4400728700","https://openalex.org/W4409660585","https://openalex.org/W4364302140"],"abstract_inverted_index":{"Proactively":[0],"detecting":[1],"schizophrenia":[2],"relapse":[3,89,176],"remains":[4],"a":[5,53,93,105,119,143],"critical":[6],"challenge":[7],"in":[8,39,42,128,169],"psychiatric":[9],"care,":[10],"where":[11],"traditional":[12],"predictive":[13],"models":[14],"often":[15],"fail":[16],"to":[17,70,133],"capture":[18],"the":[19,43,59,137,152,163],"complex":[20],"neurophysiological":[21],"and":[22,67,78,96,113,130,156,174],"behavioral":[23],"dynamics":[24],"preceding":[25],"recurrence.":[26],"Existing":[27],"methods":[28],"typically":[29],"rely":[30],"on":[31],"shallow":[32],"architectures":[33,69],"or":[34],"unimodal":[35,155],"data":[36,107],"sources,":[37],"resulting":[38],"limited":[40],"sensitivity-particularly":[41],"early":[44],"stages":[45],"of":[46,62,88,123,154],"relapse.":[47],"In":[48],"this":[49,160],"study,":[50],"we":[51],"propose":[52],"CNN-Transformer":[54],"fusion":[55,108],"model":[56,103,138],"that":[57],"leverages":[58],"complementary":[60],"strengths":[61],"Convolutional":[63],"Neural":[64],"Networks":[65],"(CNNs)":[66],"Transformer-based":[68],"process":[71],"electroencephalogram":[72],"(EEG)":[73],"signals":[74],"enriched":[75],"with":[76,125],"clinical":[77,114],"sentiment-derived":[79],"features.":[80],"This":[81],"hybrid":[82],"framework":[83,161],"enables":[84],"joint":[85],"spatial-temporal":[86],"modeling":[87],"indicators,":[90],"allowing":[91],"for":[92,146,165],"more":[94],"nuanced":[95],"patient-specific":[97],"analysis.":[98],"Unlike":[99],"previous":[100],"approaches,":[101],"our":[102],"incorporates":[104],"multi-resource":[106],"pipeline,":[109],"improving":[110],"robustness,":[111],"interpretability,":[112],"relevance.":[115],"Experimental":[116],"evaluations":[117],"demonstrate":[118],"superior":[120],"prediction":[121,158],"accuracy":[122],"97%,":[124],"notable":[126],"improvements":[127],"recall":[129],"F1-score":[131],"compared":[132],"leading":[134],"baselines.":[135],"Moreover,":[136],"significantly":[139],"reduces":[140],"false":[141],"negatives,":[142],"crucial":[144],"factor":[145],"timely":[147],"therapeutic":[148],"intervention.":[149],"By":[150],"addressing":[151],"limitations":[153],"superficial":[157],"strategies,":[159],"lays":[162],"groundwork":[164],"scalable,":[166],"real-world":[167],"applications":[168],"continuous":[170],"mental":[171],"health":[172],"monitoring":[173],"personalized":[175],"prevention.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2025-10-10T00:00:00"}