{"id":"https://openalex.org/W7131789748","doi":"https://doi.org/10.1134/s0361768825010050","title":"Specialized Word Embedding Model for the Detection of Suicidal Ideation Using Deep Learning","display_name":"Specialized Word Embedding Model for the Detection of Suicidal Ideation Using Deep Learning","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W7131789748","doi":"https://doi.org/10.1134/s0361768825010050"},"language":"en","primary_location":{"id":"doi:10.1134/s0361768825010050","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s0361768825010050","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261","3034-5847"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-article"},"type":"article","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/A5126964849","display_name":"Lizethe-Guadalupe Reyna-Mor\u00e1n","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145680","display_name":"Universidad Tecnol\u00f3gica de Aguascalientes","ror":"https://ror.org/0426xa281","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210145680"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Lizethe-Guadalupe Reyna-Mor\u00e1n","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0002-7357-7914","affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico","institution_ids":["https://openalex.org/I4210145680"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025152303","display_name":"FRANCISCO LUNA ROSAS","orcid":"https://orcid.org/0000-0001-6821-4046"},"institutions":[{"id":"https://openalex.org/I4210145680","display_name":"Universidad Tecnol\u00f3gica de Aguascalientes","ror":"https://ror.org/0426xa281","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210145680"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Francisco-Javier Luna-Rosas","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0001-6821-4046","affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico","institution_ids":["https://openalex.org/I4210145680"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126969006","display_name":"Julio-Cesar Mart\u00ednez-Romo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145680","display_name":"Universidad Tecnol\u00f3gica de Aguascalientes","ror":"https://ror.org/0426xa281","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210145680"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Julio-Cesar Mart\u00ednez-Romo","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0001-6242-5248","affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico","institution_ids":["https://openalex.org/I4210145680"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031596930","display_name":"IVAN CASTILLO ZU\u00d1IGA","orcid":"https://orcid.org/0000-0001-8017-5908"},"institutions":[{"id":"https://openalex.org/I4210145680","display_name":"Universidad Tecnol\u00f3gica de Aguascalientes","ror":"https://ror.org/0426xa281","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210145680"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Iv\u00e1n Castillo-Zu\u00f1iga","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico el Llano, El Llano, Aguascalientes, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0001-8017-5908","affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico el Llano, El Llano, Aguascalientes, M\u00e9xico","institution_ids":["https://openalex.org/I4210145680"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126975927","display_name":"Marco-Antonio Hern\u00e1ndez-Vargas","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145680","display_name":"Universidad Tecnol\u00f3gica de Aguascalientes","ror":"https://ror.org/0426xa281","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210145680"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Marco-Antonio Hern\u00e1ndez-Vargas","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0002-8146-9307","affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico","institution_ids":["https://openalex.org/I4210145680"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126967224","display_name":"Mario-Alberto Rodr\u00edguez-D\u00edaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145680","display_name":"Universidad Tecnol\u00f3gica de Aguascalientes","ror":"https://ror.org/0426xa281","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210145680"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Mario-Alberto Rodr\u00edguez-D\u00edaz","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0001-9871-0729","affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Aguascalientes, Avenida A. L\u00f3pez Mateos, 1801-20256, Aguascalientes, Ags., M\u00e9xico","institution_ids":["https://openalex.org/I4210145680"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5025152303","https://openalex.org/A5031596930","https://openalex.org/A5126964849","https://openalex.org/A5126967224","https://openalex.org/A5126969006","https://openalex.org/A5126975927"],"corresponding_institution_ids":["https://openalex.org/I4210145680"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.70256875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"51","issue":"8","first_page":"942","last_page":"962"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9851999878883362,"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":0.9851999878883362,"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":0.0017999999690800905,"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":0.0012000000569969416,"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/word-embedding","display_name":"Word embedding","score":0.7315000295639038},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7168999910354614},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6470000147819519},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.6448000073432922},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6420999765396118},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.47269999980926514},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.40689998865127563}],"concepts":[{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.7315000295639038},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7168999910354614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6891999840736389},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6694999933242798},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6470000147819519},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.6448000073432922},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6420999765396118},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5271999835968018},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.47269999980926514},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.40689998865127563},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.3716000020503998},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.3682999908924103},{"id":"https://openalex.org/C2776641880","wikidata":"https://www.wikidata.org/wiki/Q944142","display_name":"Suicidal ideation","level":4,"score":0.35409998893737793},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3215999901294708},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.27309998869895935},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.26350000500679016}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1134/s0361768825010050","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s0361768825010050","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261","3034-5847"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.40945518016815186,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1614298861","https://openalex.org/W2250539671","https://openalex.org/W2805321361","https://openalex.org/W2956530858","https://openalex.org/W2963341956","https://openalex.org/W2963626623","https://openalex.org/W3210476697","https://openalex.org/W4225419551","https://openalex.org/W4280536523","https://openalex.org/W4285065830","https://openalex.org/W4285743104","https://openalex.org/W4290520210","https://openalex.org/W4312053828","https://openalex.org/W4316371441","https://openalex.org/W4319985906","https://openalex.org/W4320016137","https://openalex.org/W4385216074","https://openalex.org/W4400656587"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Suicidal":[1],"ideation":[2],"(SI)":[3],"represents":[4],"a":[5,21,75,99,104,142],"serious":[6],"public":[7],"health":[8,173],"issue":[9],"that":[10,81,126],"demands":[11],"early":[12,149],"interventions":[13],"to":[14,58,62,114,171],"prevent":[15],"devastating":[16],"consequences.":[17],"This":[18,123],"study":[19,124],"proposes":[20],"specialized":[22,130],"word":[23,131],"embedding":[24,48,139],"model":[25,51],"designed":[26],"for":[27,147,161],"the":[28,111,127,148,156],"automatic":[29],"detection":[30,150],"of":[31,97,101,129,151,158],"SI":[32],"in":[33,163],"texts,":[34],"integrating":[35],"advanced":[36],"natural":[37],"language":[38],"processing":[39],"(NLP)":[40],"techniques,":[41],"optimization":[42,135],"through":[43],"bioinspired":[44,134],"algorithms,":[45],"and":[46,66,87,103,118,137,144,166],"incremental":[47,138],"training.":[49],"The":[50,153],"was":[52,79],"trained":[53],"exclusively":[54],"on":[55],"phrases":[56],"related":[57],"SI,":[59],"enabling":[60],"it":[61],"capture":[63],"complex":[64],"emotional":[65],"contextual":[67],"patterns":[68],"associated":[69],"with":[70,133],"this":[71,159],"risk.":[72],"For":[73],"classification,":[74],"neural":[76,84],"network":[77],"architecture":[78],"employed":[80],"combines":[82],"convolutional":[83],"networks":[85,92],"(CNN)":[86],"bidirectional":[88],"long":[89],"short-term":[90],"memory":[91],"(BiLSTM),":[93],"achieving":[94],"an":[95],"accuracy":[96],"97.9%,":[98],"specificity":[100],"98.5%,":[102],"sensitivity":[105],"exceeding":[106],"97%.":[107],"These":[108],"results":[109],"highlight":[110,155],"model\u2019s":[112],"capacity":[113],"reduce":[115],"false":[116],"positives":[117],"effectively":[119],"detect":[120],"high-risk":[121],"cases.":[122],"demonstrates":[125],"integration":[128],"embeddings":[132],"techniques":[136],"training":[140],"constitutes":[141],"robust":[143],"effective":[145],"strategy":[146],"SI.":[152],"findings":[154],"potential":[157],"approach":[160],"implementation":[162],"real-time":[164],"monitoring":[165],"prevention":[167],"systems,":[168],"contributing":[169],"significantly":[170],"mental":[172],"efforts.":[174]},"counts_by_year":[],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2026-02-27T00:00:00"}