{"id":"https://openalex.org/W4398233974","doi":"https://doi.org/10.1145/3658271.3658323","title":"An Exploratory Analysis on Gender-Related Dropout Students in Distance Learning Higher Education using Machine Learning","display_name":"An Exploratory Analysis on Gender-Related Dropout Students in Distance Learning Higher Education using Machine Learning","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4398233974","doi":"https://doi.org/10.1145/3658271.3658323"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658271.3658323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5032200765","display_name":"Gilmar Santos","orcid":"https://orcid.org/0009-0006-9017-0864"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"funder","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gilmar Santos","raw_affiliation_strings":["Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010275370","display_name":"Alinne C. Corr\u00eaa Souza","orcid":"https://orcid.org/0000-0002-2525-7801"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"funder","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alinne Souza","raw_affiliation_strings":["Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068640530","display_name":"Rafael Gomes Mantovani","orcid":"https://orcid.org/0000-0001-9564-106X"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"funder","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rafael Mantovani","raw_affiliation_strings":["Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010058026","display_name":"Robinson Cruso\u00e9 da Cruz","orcid":"https://orcid.org/0009-0008-5847-8089"},"institutions":[{"id":"https://openalex.org/I4210130441","display_name":"Centro Universit\u00e1rio do Planalto de Arax\u00e1","ror":"https://ror.org/03836f632","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210130441"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Robinson Cruz","raw_affiliation_strings":["UNIARAX\u00c1, Brazil"],"affiliations":[{"raw_affiliation_string":"UNIARAX\u00c1, Brazil","institution_ids":["https://openalex.org/I4210130441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021212312","display_name":"Thiago Cordeiro","orcid":"https://orcid.org/0000-0003-0976-7040"},"institutions":[{"id":"https://openalex.org/I79889768","display_name":"Universidade Federal de Alagoas","ror":"https://ror.org/00dna7t83","country_code":"BR","type":"funder","lineage":["https://openalex.org/I79889768"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Thiago Cordeiro","raw_affiliation_strings":["Universidade Federal de Alagoas, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Alagoas, Brazil","institution_ids":["https://openalex.org/I79889768"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114514510","display_name":"Francisco Carlos M. Souza","orcid":"https://orcid.org/0000-0002-8953-8653"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"funder","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Francisco Souza","raw_affiliation_strings":["Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.261,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.819167,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":77,"max":88},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9883,"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":0.9883,"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/T13565","display_name":"Education and Learning Interventions","score":0.9722,"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/T14484","display_name":"Technology and Data Analysis","score":0.9353,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.8798471},{"id":"https://openalex.org/keywords/exploratory-research","display_name":"Exploratory research","score":0.48534194},{"id":"https://openalex.org/keywords/exploratory-analysis","display_name":"Exploratory analysis","score":0.4690609}],"concepts":[{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.8798471},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6374382},{"id":"https://openalex.org/C503872463","wikidata":"https://www.wikidata.org/wiki/Q159595","display_name":"Distance education","level":2,"score":0.554298},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.48534194},{"id":"https://openalex.org/C3018260909","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory analysis","level":2,"score":0.4690609},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41731486},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.40249234},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33779484},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32453138},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.1533289},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11504486},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658271.3658323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.56,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":6,"referenced_works":["https://openalex.org/W1504694836","https://openalex.org/W2771656945","https://openalex.org/W2910081769","https://openalex.org/W2924839859","https://openalex.org/W3093962808","https://openalex.org/W4382052246"],"related_works":["https://openalex.org/W4388039765","https://openalex.org/W3082178636","https://openalex.org/W2917621431","https://openalex.org/W2733808280","https://openalex.org/W2384057431","https://openalex.org/W2375949218","https://openalex.org/W2367371341","https://openalex.org/W2366261375","https://openalex.org/W2361175230","https://openalex.org/W2227299183"],"abstract_inverted_index":{"Context:":[0],"School":[1],"dropout":[2,19,80,100,147,222],"in":[3,11,81,107,161,186],"distance":[4,83,213],"learning":[5,84,122,214],"has":[6],"become":[7],"a":[8,17,25,130,167,183,188,191],"growing":[9],"concern":[10],"higher":[12,168],"education.":[13],"Private":[14],"institutions":[15,23],"exhibit":[16,166],"33.6%":[18],"rate,":[20],"while":[21],"public":[22],"show":[24],"slightly":[26],"lower":[27],"rate":[28],"at":[29],"31.2%,":[30],"with":[31,68,129,170,218],"an":[32,208],"upward":[33],"trend.":[34],"Problem:":[35],"Studies":[36],"focus":[37,61],"on":[38,62],"categorical":[39],"indicators":[40,77],"of":[41,43,210],"lack":[42],"time,":[44],"students'":[45,112],"personal":[46,113],"lives,":[47],"the":[48,109,142,196,200,238],"educational":[49],"institution,":[50],"and":[51,117,120,140,178,229,236],"course":[52],"instructors.":[53],"However,":[54],"research":[55,125],"is":[56,127],"still":[57],"needed":[58],"to":[59,66,79,138,174,195,232],"explicitly":[60],"identifying":[63],"patterns":[64,75,155],"related":[65,173],"gender":[67,116],"students":[69],"abandoning":[70],"courses.":[71,86],"Solution:":[72],"Identifying":[73],"gender-related":[74,219],"among":[76],"leading":[78],"36":[82],"undergraduate":[85],"Theory:":[87],"Our":[88],"study":[89],"incorporated":[90],"Tinto":[91],"theory":[92,103],"into":[93],"how":[94],"academic":[95,176,239],"performance":[96,177,202],"metrics":[97],"influence":[98],"student":[99,175,189,234],"rates.":[101],"Vygotsky":[102],"was":[104,135],"also":[105],"instrumental":[106],"examining":[108],"relationship":[110],"between":[111],"factors,":[114],"including":[115],"marital":[118],"status,":[119],"their":[121],"behaviors.":[123],"Method:The":[124],"conducted":[126],"descriptive":[128],"quantitative":[131],"approach.":[132],"An":[133],"experiment":[134],"carried":[136],"out":[137],"categorizes":[139],"identifies":[141],"most":[143,162],"relevant":[144],"features":[145],"influencing":[146,212,221],"using":[148],"machine":[149],"learning.":[150],"Results:":[151],"The":[152],"results":[153],"provide":[154],"for":[156,226],"investigated":[157],"aspects,":[158],"highlighting":[159],"women":[160],"analyses.":[163],"Time-related":[164],"characteristics":[165],"correlation":[169],"dropout.":[171],"Features":[172],"university":[179],"campus":[180],"location":[181],"play":[182],"crucial":[184],"role":[185],"classifying":[187],"as":[190],"potential":[192],"dropout,":[193,215],"according":[194],"XGBoost":[197],"classifier,":[198],"yielding":[199],"best":[201],"results.":[203],"Conclusion:":[204],"These":[205],"analyses":[206],"offer":[207],"understanding":[209],"factors":[211],"drawing":[216],"parallels":[217],"situations":[220],"decisions.":[223],"This":[224],"allows":[225],"adopting":[227],"preventive":[228],"personalized":[230],"measures":[231],"enhance":[233],"retention":[235],"improve":[237],"experience.":[240]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4398233974","counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-04-23T19:05:33.175838","created_date":"2024-05-24"}