{"id":"https://openalex.org/W7154393141","doi":"https://doi.org/10.59814/resofro.2026.6(2)1108","title":"Inteligencia artificial predictiva para la detecci\u00f3n temprana del agotamiento digital y ansiedad en estudiantes universitarios","display_name":"Inteligencia artificial predictiva para la detecci\u00f3n temprana del agotamiento digital y ansiedad en estudiantes universitarios","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7154393141","doi":"https://doi.org/10.59814/resofro.2026.6(2)1108"},"language":"es","primary_location":{"id":"doi:10.59814/resofro.2026.6(2)1108","doi":"https://doi.org/10.59814/resofro.2026.6(2)1108","is_oa":true,"landing_page_url":"https://doi.org/10.59814/resofro.2026.6(2)1108","pdf_url":null,"source":{"id":"https://openalex.org/S4387290841","display_name":"Revista Social Fronteriza","issn_l":"2806-5913","issn":["2806-5913"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["latindex"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Social Fronteriza","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/10.59814/resofro.2026.6(2)1108","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116675979","display_name":"Bernardo Corona Dom\u00ednguez","orcid":"https://orcid.org/0009-0008-6040-2171","observed_orcids":["https://orcid.org/0009-0008-6040-2171"]},"institutions":[{"id":"https://openalex.org/I4405256318","display_name":"Universidad Nacional Rosario Castellanos","ror":"https://ror.org/040xbp995","country_code":"MX","type":"education","lineage":["https://openalex.org/I4405256318"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Bernardo Corona Dom\u00ednguez","raw_affiliation_strings":["Universidad Nacional Rosario Castellanos, M\u00e9xico \u2013 M\u00e9xico"],"raw_orcid":"https://orcid.org/0009-0008-6040-2171","affiliations":[{"raw_affiliation_string":"Universidad Nacional Rosario Castellanos, M\u00e9xico \u2013 M\u00e9xico","institution_ids":["https://openalex.org/I4405256318"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116675980","display_name":"Salvador Gonz\u00e1lez Flores","orcid":"https://orcid.org/0000-0003-0826-9920","observed_orcids":["https://orcid.org/0000-0003-0826-9920"]},"institutions":[{"id":"https://openalex.org/I4405256318","display_name":"Universidad Nacional Rosario Castellanos","ror":"https://ror.org/040xbp995","country_code":"MX","type":"education","lineage":["https://openalex.org/I4405256318"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Salvador Gonz\u00e1lez Flores","raw_affiliation_strings":["Universidad Nacional Rosario Castellanos, M\u00e9xico \u2013 M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional Rosario Castellanos, M\u00e9xico \u2013 M\u00e9xico","institution_ids":["https://openalex.org/I4405256318"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405256318"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.3463999927043915,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.3463999927043915,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.1648000031709671,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11519","display_name":"Digital Mental Health Interventions","score":0.10429999977350235,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/digital-burnout","display_name":"digital burnout","score":0.875},{"id":"https://openalex.org/keywords/anxiety","display_name":"anxiety","score":0.7910000085830688},{"id":"https://openalex.org/keywords/college-students","display_name":"university students","score":0.7940000295639038},{"id":"https://openalex.org/keywords/predictive-artificial-intelligence","display_name":"predictive artificial intelligence","score":0.8659999966621399},{"id":"https://openalex.org/keywords/early-detection","display_name":"early detection","score":0.9190000295639038},{"id":"https://openalex.org/keywords/virtual-learning-environments","display_name":"virtual learning environments","score":0.8399999737739563},{"id":"https://openalex.org/keywords/risk-factors","display_name":"risk factors","score":0.6299999952316284},{"id":"https://openalex.org/keywords/privacy","display_name":"privacy","score":0.4749999940395355},{"id":"https://openalex.org/keywords/ai-ethics-in-education","display_name":"AI ethics in education","score":0.8309999704360962},{"id":"https://openalex.org/keywords/student-mental-health","display_name":"student mental health","score":0.6470000147819519}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.8095999956130981},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5763999819755554},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.30160000920295715},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.19580000638961792},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.18029999732971191},{"id":"https://openalex.org/C2983271839","wikidata":"https://www.wikidata.org/wiki/Q29644074","display_name":"Autonomous learning","level":2,"score":0.14399999380111694},{"id":"https://openalex.org/C2991716581","wikidata":"https://www.wikidata.org/wiki/Q956129","display_name":"Digital era","level":3,"score":0.1200999990105629},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.10869999974966049},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.10840000212192535},{"id":"https://openalex.org/C2992231428","wikidata":"https://www.wikidata.org/wiki/Q19927678","display_name":"Personal autonomy","level":3,"score":0.10819999873638153}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.59814/resofro.2026.6(2)1108","doi":"https://doi.org/10.59814/resofro.2026.6(2)1108","is_oa":true,"landing_page_url":"https://doi.org/10.59814/resofro.2026.6(2)1108","pdf_url":null,"source":{"id":"https://openalex.org/S4387290841","display_name":"Revista Social Fronteriza","issn_l":"2806-5913","issn":["2806-5913"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["latindex"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Social Fronteriza","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.59814/resofro.2026.6(2)1108","doi":"https://doi.org/10.59814/resofro.2026.6(2)1108","is_oa":true,"landing_page_url":"https://doi.org/10.59814/resofro.2026.6(2)1108","pdf_url":null,"source":{"id":"https://openalex.org/S4387290841","display_name":"Revista Social Fronteriza","issn_l":"2806-5913","issn":["2806-5913"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["latindex"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Social Fronteriza","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7246000170707703,"id":"https://metadata.un.org/sdg/3"},{"display_name":"Quality education","score":0.4156000018119812,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7160025132","https://openalex.org/W4412547365","https://openalex.org/W4417257422","https://openalex.org/W7126070973","https://openalex.org/W4413009888","https://openalex.org/W4415052945","https://openalex.org/W7056906450","https://openalex.org/W7157633964","https://openalex.org/W7220467988","https://openalex.org/W4416042556"],"abstract_inverted_index":{"El":[0,36],"aumento":[1],"constante":[2],"de":[3,22,29,33,39,49,57,70,85,107,113,128,142,157,160,193,199,209,234,237],"estudiantes":[4,69],"universitarios":[5,133],"que":[6,124,150,179,217],"experimentan":[7],"agotamiento":[8,63,88,187],"digital":[9,64,89,188],"y":[10,45,65,82,111,115,121,162,174,189,211],"ansiedad":[11,67,191],"en":[12,55,68,91,102,131,139,148,201,246],"entornos":[13,202,247],"educativos":[14,203,248],"virtuales":[15],"genera":[16],"preocupaciones":[17],"respecto":[18],"del":[19,62,87],"impacto":[20],"psicol\u00f3gico":[21],"la":[23,66,80,92,126,149,190,218,235],"tecnolog\u00eda,":[24],"as\u00ed":[25],"como":[26],"una":[27,137],"necesidad":[28],"contar":[30],"con":[31,222,243],"sistemas":[32,56,130],"detecci\u00f3n":[34,58],"temprana.":[35],"objetivo":[37],"general":[38],"esta":[40],"revisi\u00f3n":[41,215],"sistem\u00e1tica":[42],"es":[43],"identificar":[44,185],"analizar":[46],"los":[47,83,98,180],"m\u00e9todos":[48],"inteligencia":[50],"artificial":[51],"(IA)":[52],"predictiva":[53,220],"empleados":[54],"e":[59],"intervenci\u00f3n":[60],"temprana":[61],"educaci\u00f3n":[71],"superior.":[72],"De":[73],"manera":[74],"espec\u00edfica,":[75],"se":[76,151,165],"busca:":[77],"(a)":[78],"determinar":[79],"prevalencia":[81],"factores":[84],"riesgo":[86],"reportados":[90],"literatura":[93],"emp\u00edrica":[94],"reciente;":[95],"(b)":[96],"clasificar":[97],"modelos":[99,181],"predictivos":[100,182],"basados":[101],"IA":[103,219],"seg\u00fan":[104],"sus":[105],"fuentes":[106],"datos,":[108,143],"t\u00e9cnicas":[109],"anal\u00edticas":[110],"niveles":[112],"precisi\u00f3n;":[114],"(c)":[116],"evaluar":[117],"las":[118,122,145],"implicaciones":[119],"\u00e9ticas":[120],"limitaciones":[123,208],"condicionan":[125],"implementaci\u00f3n":[127,245],"estos":[129,227],"contextos":[132],"virtuales.":[134,249],"Se":[135],"realiz\u00f3":[136],"b\u00fasqueda":[138],"nueve":[140],"bases":[141],"siguiendo":[144],"directrices":[146],"PRISMA,":[147],"identificaron":[152],"1,744":[153],"registros":[154],"iniciales;":[155],"despu\u00e9s":[156],"aplicar":[158],"criterios":[159],"inclusi\u00f3n":[161],"exclusi\u00f3n":[163],"rigurosos,":[164],"analizaron":[166],"trece":[167],"estudios":[168],"emp\u00edricos":[169],"relevantes,":[170],"publicados":[171],"entre":[172],"2020":[173],"2025.":[175],"Los":[176],"resultados":[177],"indican":[178],"ayudan":[183],"a":[184,207],"el":[186,197,231],"antes":[192],"su":[194,244],"ocurrencia,":[195],"aunque":[196],"uso":[198],"algoritmos":[200],"enfrenta":[204],"restricciones":[205],"debido":[206],"privacidad":[210],"consideraciones":[212],"\u00e9ticas.":[213],"La":[214],"concluye":[216],"cuenta":[221],"potencial":[223],"para":[224,239],"detectar":[225],"tempranamente":[226],"padecimientos":[228],"efectivamente,":[229],"pero":[230],"\u00e9xito":[232],"depender\u00e1":[233],"participaci\u00f3n":[236],"expertos":[238],"resolver":[240],"problemas":[241],"relacionados":[242]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-04-15T00:00:00"}
