{"id":"https://openalex.org/W4407950608","doi":"https://doi.org/10.1109/fie61694.2024.10893355","title":"Favoring Collaborative Learning in PBL: An Automated Solution for Semantic Group Formation","display_name":"Favoring Collaborative Learning in PBL: An Automated Solution for Semantic Group Formation","publication_year":2024,"publication_date":"2024-10-13","ids":{"openalex":"https://openalex.org/W4407950608","doi":"https://doi.org/10.1109/fie61694.2024.10893355"},"language":"en","primary_location":{"id":"doi:10.1109/fie61694.2024.10893355","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie61694.2024.10893355","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-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/A5034080501","display_name":"Roberto Santana","orcid":"https://orcid.org/0000-0002-1005-8535"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Ricardo E. De Santana","raw_affiliation_strings":["Centro de Informática, Universidade Federal de Pernambuco,Recife,Brazil"],"affiliations":[{"raw_affiliation_string":"Centro de Informática, Universidade Federal de Pernambuco,Recife,Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076845256","display_name":"Simone C. dos Santos","orcid":"https://orcid.org/0000-0002-7903-9981"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Simone C. Dos Santos","raw_affiliation_strings":["Centro de Informática, Universidade Federal de Pernambuco,Recife,Brazil"],"affiliations":[{"raw_affiliation_string":"Centro de Informática, Universidade Federal de Pernambuco,Recife,Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114115870","display_name":"Davi Maia","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Davi J. Mendes Maia","raw_affiliation_strings":["Centro de Informática, Universidade Federal de Pernambuco,Recife,Brazil"],"affiliations":[{"raw_affiliation_string":"Centro de Informática, Universidade Federal de Pernambuco,Recife,Brazil","institution_ids":["https://openalex.org/I25112270"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034080501"],"corresponding_institution_ids":["https://openalex.org/I25112270"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25544313,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9358999729156494,"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"}},"topics":[{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9358999729156494,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9358999729156494,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/computer-science","display_name":"Computer science","score":0.6838847994804382},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.6166342496871948},{"id":"https://openalex.org/keywords/group","display_name":"Group (periodic table)","score":0.5078428387641907},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38769713044166565},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3758527636528015},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3704933822154999},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3418377637863159},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3251459002494812},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19804221391677856},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.185115247964859}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6838847994804382},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.6166342496871948},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.5078428387641907},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38769713044166565},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3758527636528015},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3704933822154999},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3418377637863159},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3251459002494812},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19804221391677856},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.185115247964859},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie61694.2024.10893355","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie61694.2024.10893355","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W49973284","https://openalex.org/W149297721","https://openalex.org/W1659926568","https://openalex.org/W1972199611","https://openalex.org/W2001537191","https://openalex.org/W2002521810","https://openalex.org/W2050677918","https://openalex.org/W2136403148","https://openalex.org/W2165353878","https://openalex.org/W2171789166","https://openalex.org/W2327506117","https://openalex.org/W2491959952","https://openalex.org/W2913090721","https://openalex.org/W2945163273","https://openalex.org/W3092610806","https://openalex.org/W3093609375","https://openalex.org/W4243810777","https://openalex.org/W6618662996","https://openalex.org/W6686945494"],"related_works":["https://openalex.org/W2184221808","https://openalex.org/W2740147593","https://openalex.org/W2547800031","https://openalex.org/W4247431094","https://openalex.org/W3200324093","https://openalex.org/W2352386950","https://openalex.org/W4230573045","https://openalex.org/W2352120478","https://openalex.org/W4236080167","https://openalex.org/W2391100554"],"abstract_inverted_index":{"This":[0,157,208],"research-to-practice":[1],"full":[2],"paper":[3],"proposes":[4,159],"an":[5,124,160],"automated":[6,125,161],"solution":[7,162,209,232],"for":[8,39,133,155,163,221,228,321],"forming":[9,134,164],"groups":[10,151,165,189,323],"of":[11,32,55,67,77,143,150,166,213,270],"students":[12,167,235],"in":[13,85,99,176,190,280,324],"computing":[14,191],"higher":[15,192],"education":[16,193],"with":[17,115,152,194,241,245,264],"the":[18,30,53,70,92,95,100,105,109,112,116,141,148,169,181,214,218,246,255,260,265,303],"Problem-Based":[19],"Learning":[20],"(PBL)":[21],"approach.":[22],"PBL":[23,71,195,325],"is":[24,50,137],"a":[25,225],"pedagogical":[26],"model":[27],"that":[28,127,284],"promotes":[29],"development":[31],"professional":[33],"skills":[34],"(knowledge,":[35],"skills,":[36],"and":[37,63,75,94,111,131,146,203,217,243,252,268],"attitudes)":[38],"problem-solving":[40],"through":[41],"collaborative":[42],"learning.":[43],"In":[44,89,119,306],"this":[45,120],"context,":[46],"effective":[47],"team":[48,313],"building":[49],"essential":[51],"to":[52,139,236,258,301,315],"success":[54],"PBL,":[56],"as":[57],"it":[58,136],"can":[59,97,187],"enhance":[60],"student":[61,96,281],"learning":[62],"development.":[64],"The":[65,231,288],"formation":[66,149],"teams":[68,145],"using":[69,123,168,224],"approach":[72,126],"involves":[73],"effort":[74],"observation":[76],"several":[78],"aspects,":[79],"which":[80],"makes":[81],"manual":[82],"grouping":[83,101],"inefficient":[84],"formatting":[86],"balanced":[87,188,271,322],"groups.":[88],"addition,":[90],"both":[91],"instructor":[93,110],"participate":[98],"decision":[102],"process,":[103],"considering":[104,199],"constraints":[106],"defined":[107,266],"by":[108],"student's":[113],"satisfaction":[114,244],"recommendations":[117],"made.":[118],"sense,":[121],"when":[122],"considers":[128,180,210],"these":[129],"criteria":[130,220,320],"possibilities":[132],"groups,":[135,223],"possible":[138],"streamline":[140],"process":[142],"structuring":[144],"mitigate":[147],"low":[153],"potential":[154],"success.":[156],"study":[158],"DSR":[170,256,289],"(Design":[171],"Science":[172],"Research)":[173],"method":[174,290],"applied":[175],"evolutionary":[177],"cycles.":[178],"It":[179],"following":[182],"research":[183],"question:":[184],"RQ)":[185],"How":[186],"be":[196,299],"formed":[197],"automatically,":[198],"predefined":[200],"criteria,":[201],"attributes,":[202],"affinities":[204],"between":[205],"their":[206],"members?":[207],"multiple":[211],"attributes":[212],"individuals":[215],"involved":[216],"organizer's":[219],"dividing":[222],"semantic":[226],"structure":[227],"group":[229,286,316],"formation.":[230,287],"also":[233],"allows":[234],"negotiate":[237],"based":[238],"on":[239,319],"affinity":[240],"peers":[242],"group.":[247],"System":[248],"prototypes":[249],"were":[250],"created":[251],"evaluated":[253],"throughout":[254],"cycles":[257,297],"evaluate":[259],"proposal,":[261],"demonstrating":[262],"compliance":[263],"restrictions":[267],"indication":[269],"teams.":[272],"As":[273],"primary":[274],"limitations,":[275],"we":[276],"point":[277],"out":[278],"challenges":[279],"data":[282],"collection":[283],"hinder":[285],"iteratively":[291],"improved":[292],"solutions,":[293],"but":[294],"more":[295],"application":[296],"will":[298],"necessary":[300],"ensure":[302],"solution's":[304],"robustness.":[305],"future":[307],"work,":[308],"further":[309],"analysis":[310],"should":[311],"link":[312],"performance":[314],"formation,":[317],"focusing":[318],"courses.":[326]},"counts_by_year":[],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}