{"id":"https://openalex.org/W4200224231","doi":"https://doi.org/10.4067/s0718-07642021000600221","title":"Predicci\u00f3n del rendimiento acad\u00e9mico estudiantil con redes neuronales artificiales","display_name":"Predicci\u00f3n del rendimiento acad\u00e9mico estudiantil con redes neuronales artificiales","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4200224231","doi":"https://doi.org/10.4067/s0718-07642021000600221"},"language":"es","primary_location":{"id":"doi:10.4067/s0718-07642021000600221","doi":"https://doi.org/10.4067/s0718-07642021000600221","is_oa":true,"landing_page_url":"https://doi.org/10.4067/s0718-07642021000600221","pdf_url":"http://www.scielo.cl/pdf/infotec/v32n6/0718-0764-infotec-32-06-221.pdf","source":{"id":"https://openalex.org/S4210213702","display_name":"Informacio\u0301n tecnolo\u0301gica","issn_l":"0716-8756","issn":["0716-8756","0718-0764"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","scielo"],"host_organization":"https://openalex.org/P4353108576","host_organization_name":"Centro de Informacion Tecnologica","host_organization_lineage":["https://openalex.org/P4353108576"],"host_organization_lineage_names":["Centro de Informacion Tecnologica"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informaci\u00f3n tecnol\u00f3gica","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.scielo.cl/pdf/infotec/v32n6/0718-0764-infotec-32-06-221.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039888762","display_name":"V\u00edctor Daniel Gil Vera","orcid":"https://orcid.org/0000-0003-3895-4822","observed_orcids":["https://orcid.org/0000-0003-3895-4822"]},"institutions":[{"id":"https://openalex.org/I3019727434","display_name":"Universidad Cat\u00f3lica Luis Amig\u00f3","ror":"https://ror.org/055d5bf90","country_code":"CO","type":"education","lineage":["https://openalex.org/I3019727434"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"V\u00edctor D. Gil-Vera","raw_affiliation_strings":["Universidad Cat\u00f3lica Luis Amig\u00f3, Medell\u00edn, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Cat\u00f3lica Luis Amig\u00f3, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I3019727434"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014657090","display_name":"Catalina Quintero L\u00f3pez","orcid":"https://orcid.org/0000-0001-5532-3024","observed_orcids":["https://orcid.org/0000-0001-5532-3024"]},"institutions":[{"id":"https://openalex.org/I3019727434","display_name":"Universidad Cat\u00f3lica Luis Amig\u00f3","ror":"https://ror.org/055d5bf90","country_code":"CO","type":"education","lineage":["https://openalex.org/I3019727434"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Catalina Quintero-L\u00f3pez","raw_affiliation_strings":[") Universidad Cat\u00f3lica Luis Amig\u00f3 , Grupo de Investigaci\u00f3n en Neurociencias B\u00e1sicas y Aplicadas , Medell\u00edn - Colombia","Universidad Cat\u00f3lica Luis Amig\u00f3, Medell\u00edn, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":") Universidad Cat\u00f3lica Luis Amig\u00f3 , Grupo de Investigaci\u00f3n en Neurociencias B\u00e1sicas y Aplicadas , Medell\u00edn - Colombia","institution_ids":["https://openalex.org/I3019727434"]},{"raw_affiliation_string":"Universidad Cat\u00f3lica Luis Amig\u00f3, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I3019727434"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3019727434"],"apc_list":null,"apc_paid":null,"fwci":1.6932,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.84838892,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"32","issue":"6","first_page":"221","last_page":"228"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9990000128746033,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12260","display_name":"Educational Technology and Pedagogy","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/academic-performance-prediction","display_name":"student performance prediction","score":0.9430000185966492},{"id":"https://openalex.org/keywords/student-performance","display_name":"student performance","score":0.6119999885559082},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9890000224113464},{"id":"https://openalex.org/keywords/vocational-high-school-students","display_name":"vocational high school students","score":0.859000027179718},{"id":"https://openalex.org/keywords/early-prediction","display_name":"early prediction","score":0.5099999904632568},{"id":"https://openalex.org/keywords/supervised-learning-comparison","display_name":"supervised learning comparison","score":0.5339999794960022},{"id":"https://openalex.org/keywords/teaching-and-learning-strategies","display_name":"teaching and learning strategies","score":0.6370000243186951}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.6956207752227783},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.3350210189819336}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4067/s0718-07642021000600221","doi":"https://doi.org/10.4067/s0718-07642021000600221","is_oa":true,"landing_page_url":"https://doi.org/10.4067/s0718-07642021000600221","pdf_url":"http://www.scielo.cl/pdf/infotec/v32n6/0718-0764-infotec-32-06-221.pdf","source":{"id":"https://openalex.org/S4210213702","display_name":"Informacio\u0301n tecnolo\u0301gica","issn_l":"0716-8756","issn":["0716-8756","0718-0764"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","scielo"],"host_organization":"https://openalex.org/P4353108576","host_organization_name":"Centro de Informacion Tecnologica","host_organization_lineage":["https://openalex.org/P4353108576"],"host_organization_lineage_names":["Centro de Informacion Tecnologica"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informaci\u00f3n tecnol\u00f3gica","raw_type":"journal-article"},{"id":"pmh:oai:scielo:S0718-07642021000600221","doi":null,"is_oa":true,"landing_page_url":"http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-07642021000600221","pdf_url":null,"source":{"id":"https://openalex.org/S4377196274","display_name":"Scientific Electronic Library Online (Scientific Electronic Library Online)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210137221","host_organization_name":"Scientific Electronic Library Online","host_organization_lineage":["https://openalex.org/I4210137221"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informaci\u00f3n tecnol\u00f3gica v.32 n.6 2021","raw_type":null}],"best_oa_location":{"id":"doi:10.4067/s0718-07642021000600221","doi":"https://doi.org/10.4067/s0718-07642021000600221","is_oa":true,"landing_page_url":"https://doi.org/10.4067/s0718-07642021000600221","pdf_url":"http://www.scielo.cl/pdf/infotec/v32n6/0718-0764-infotec-32-06-221.pdf","source":{"id":"https://openalex.org/S4210213702","display_name":"Informacio\u0301n tecnolo\u0301gica","issn_l":"0716-8756","issn":["0716-8756","0718-0764"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","scielo"],"host_organization":"https://openalex.org/P4353108576","host_organization_name":"Centro de Informacion Tecnologica","host_organization_lineage":["https://openalex.org/P4353108576"],"host_organization_lineage_names":["Centro de Informacion Tecnologica"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informaci\u00f3n tecnol\u00f3gica","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8278999924659729,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200224231.pdf","grobid_xml":"https://content.openalex.org/works/W4200224231.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W205001082","https://openalex.org/W1528081447","https://openalex.org/W1914441153","https://openalex.org/W1967899510","https://openalex.org/W1999905715","https://openalex.org/W2068553165","https://openalex.org/W2120380005","https://openalex.org/W2129273781","https://openalex.org/W2340543037","https://openalex.org/W2543931263","https://openalex.org/W2545403958","https://openalex.org/W2621826981","https://openalex.org/W2762903095","https://openalex.org/W2806929483","https://openalex.org/W2897684162","https://openalex.org/W2903015779","https://openalex.org/W2986706691","https://openalex.org/W2991819886","https://openalex.org/W3000553723","https://openalex.org/W3024464619","https://openalex.org/W3115651147","https://openalex.org/W3122542330"],"related_works":["https://openalex.org/W3169870052","https://openalex.org/W6986550575","https://openalex.org/W6998619649","https://openalex.org/W7020863295","https://openalex.org/W3036910721","https://openalex.org/W7033347375","https://openalex.org/W7155259057","https://openalex.org/W4362639428","https://openalex.org/W2207787733","https://openalex.org/W7014499327"],"abstract_inverted_index":{"ResumenEste":[0],"trabajo":[1],"presenta":[2],"una":[3,51],"red":[4],"neuronal":[5],"artificial":[6],"(RNA)":[7],"para":[8,43],"predecir":[9],"el":[10,16,107,149],"rendimiento":[11,137],"acad\u00e9mico":[12,138],"estudiantil.Las":[13],"RNAs":[14],"emulan":[15],"funcionamiento":[17],"fisiol\u00f3gico":[18],"del":[19,74,92,136],"cerebro":[20],"humano,":[21],"tienen":[22],"la":[23,70,84,95,101,110,133],"capacidad":[24,42],"de":[25,53,62,66,69,79,86,94,109,128,151],"procesar":[26],"y":[27,30,112,123,143,153],"abstraer":[28],"informaci\u00f3n":[29,56],"son":[31],"empleadas":[32],"en":[33,118],"investigaciones":[34],"relacionadas":[35],"con":[36,55],"modelado":[37],"predictivo":[38],"debido":[39],"a":[40],"su":[41],"identificar":[44],"relaciones":[45],"no":[46],"lineales":[47],"entre":[48],"variables.Se":[49],"emplea":[50],"base":[52,78],"datos":[54,80],"acad\u00e9mica,":[57],"demogr\u00e1fica,":[58],"social":[59],"e":[60,88],"institucional":[61],"395":[63],"estudiantes":[64],"colombianos":[65],"media":[67],"vocacional":[68],"Instituci\u00f3n":[71],"Educativa":[72],"Villa":[73],"Socorro,":[75],"Medell\u00edn":[76],"(Colombia).La":[77],"es":[81],"construida":[82],"mediante":[83],"aplicaci\u00f3n":[85],"encuestas":[87],"informes":[89],"institucionales":[90],"antes":[91],"inicio":[93],"pandemia":[96],"COVID-19.Los":[97],"resultados":[98],"muestran":[99],"que":[100,113,125,132,145],"RNA":[102],"desarrollada":[103],"aqu\u00ed":[104],"clasifica":[105],"adecuadamente":[106],"73%":[108],"muestra":[111],"tiene":[114],"un":[115],"mejor":[116],"desempe\u00f1o":[117],"m\u00e9tricas":[119],"(accuracy,":[120],"recall,":[121],"precision":[122],"F1-Score)":[124],"otras":[126],"t\u00e9cnicas":[127],"aprendizaje":[129],"supervisado.Se":[130],"concluye":[131],"predicci\u00f3n":[134],"temprana":[135],"permite":[139],"formular":[140],"estrategias":[141],"did\u00e1cticas":[142],"pedag\u00f3gicas":[144],"hacen":[146],"m\u00e1s":[147],"eficiente":[148],"proceso":[150],"ense\u00f1anza":[152],"aprendizaje.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2021-12-31T00:00:00"}