{"id":"https://openalex.org/W4405982491","doi":"https://doi.org/10.1080/10494820.2024.2442706","title":"A role recognition model based on students\u2019 social-behavioural\u2013cognitive-emotional features during collaborative learning","display_name":"A role recognition model based on students\u2019 social-behavioural\u2013cognitive-emotional features during collaborative learning","publication_year":2025,"publication_date":"2025-01-02","ids":{"openalex":"https://openalex.org/W4405982491","doi":"https://doi.org/10.1080/10494820.2024.2442706"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2024.2442706","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2024.2442706","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","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/A5013761199","display_name":"Cixiao Wang","orcid":"https://orcid.org/0000-0002-6053-8991"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Cixiao Wang","raw_affiliation_strings":["Research Center of Distance Education, Beijing Normal University","School of Education, City University of Macau","Research Center of Distance Education, Beijing Normal University, Beijing, China","School of Education, City University of Macau, Macau, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center of Distance Education, Beijing Normal University","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Education, City University of Macau","institution_ids":["https://openalex.org/I6469544"]},{"raw_affiliation_string":"Research Center of Distance Education, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Education, City University of Macau, Macau, China","institution_ids":["https://openalex.org/I6469544"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000997569","display_name":"Jianjun Xiao","orcid":"https://orcid.org/0000-0003-0000-9630"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianjun Xiao","raw_affiliation_strings":["Research Center of Distance Education, Beijing Normal University","Research Center of Distance Education, Beijing Normal University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0000-9630","affiliations":[{"raw_affiliation_string":"Research Center of Distance Education, Beijing Normal University","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"Research Center of Distance Education, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5000997569"],"corresponding_institution_ids":["https://openalex.org/I25254941"],"apc_list":null,"apc_paid":null,"fwci":15.8601,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.99075515,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"33","issue":"4","first_page":"3203","last_page":"3222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9936000108718872,"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/T12028","display_name":"Knowledge Management and Sharing","score":0.982200026512146,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5789320468902588},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5390756130218506},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5117127895355225},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4586160182952881},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.45801132917404175},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4358304738998413},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.4171949625015259},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.38141801953315735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35698413848876953},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.35520023107528687},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3279179632663727},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.29920101165771484}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5789320468902588},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5390756130218506},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5117127895355225},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4586160182952881},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.45801132917404175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4358304738998413},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.4171949625015259},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.38141801953315735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35698413848876953},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.35520023107528687},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3279179632663727},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.29920101165771484},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2024.2442706","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2024.2442706","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G6482468271","display_name":null,"funder_award_id":"62207003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W194215722","https://openalex.org/W1989927685","https://openalex.org/W2024074057","https://openalex.org/W2028861693","https://openalex.org/W2029386407","https://openalex.org/W2046085173","https://openalex.org/W2056944867","https://openalex.org/W2067091271","https://openalex.org/W2077285085","https://openalex.org/W2091552421","https://openalex.org/W2101234009","https://openalex.org/W2109786956","https://openalex.org/W2120673436","https://openalex.org/W2164777277","https://openalex.org/W2164965146","https://openalex.org/W2239621536","https://openalex.org/W2259757196","https://openalex.org/W2295598076","https://openalex.org/W2339177210","https://openalex.org/W2476927331","https://openalex.org/W2484079420","https://openalex.org/W2618851150","https://openalex.org/W2783517107","https://openalex.org/W2863873726","https://openalex.org/W2884228482","https://openalex.org/W2917653381","https://openalex.org/W2920818471","https://openalex.org/W2981217563","https://openalex.org/W2999168082","https://openalex.org/W3099959767","https://openalex.org/W3186025935","https://openalex.org/W3186733855","https://openalex.org/W3187331096","https://openalex.org/W3217403605","https://openalex.org/W4205563818","https://openalex.org/W4210820433","https://openalex.org/W4210926444","https://openalex.org/W4220752910","https://openalex.org/W4360850693","https://openalex.org/W4372231831","https://openalex.org/W4376563587","https://openalex.org/W4385632485","https://openalex.org/W4393132022","https://openalex.org/W4402345999","https://openalex.org/W6607750563","https://openalex.org/W6607973977","https://openalex.org/W6632839203","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W1924178503","https://openalex.org/W3135126032","https://openalex.org/W4308716060","https://openalex.org/W4280648719","https://openalex.org/W4386937079","https://openalex.org/W3033346322"],"abstract_inverted_index":{"Role":[0],"recognition":[1,61],"is":[2,110],"critical":[3],"for":[4,28,112,135,171],"labor":[5],"division":[6],"and":[7,20,52,67,114,124,143,173,184],"risk":[8],"identification":[9,177],"in":[10,152],"group":[11],"coordination":[12],"during":[13,23,79],"collaborative":[14,164],"learning.":[15],"Students\u2019":[16],"social,":[17,64,121],"cognitive,":[18,65,122],"behavioural,":[19,66],"emotional":[21,53,68],"performance":[22],"collaboration":[24],"are":[25],"essential":[26],"dimensions":[27],"role":[29,60,128],"recognition.":[30],"However,":[31],"most":[32],"studies":[33],"classify":[34],"roles":[35,74,179],"using":[36],"single":[37,98],"dimensions,":[38],"such":[39,140,161],"as":[40,141,162],"cognitive":[41],"(knowledge":[42],"construction":[43],"level)":[44],"or":[45],"social":[46],"(social":[47],"network":[48],"status),":[49],"neglecting":[50],"behavioral":[51],"indicators.":[54],"This":[55],"study":[56],"develops":[57],"a":[58],"multidimensional":[59,85],"model":[62,86],"integrating":[63],"features":[69,133],"to":[70],"automatically":[71],"detect":[72],"students\u2019":[73],"(coordinator,":[75],"inquirer,":[76],"assistant,":[77],"marginal)":[78],"collaboration.":[80],"Results":[81],"show":[82],"that":[83],"the":[84,118,156,185],"outperforms":[87],"single-dimensional":[88],"models,":[89],"with":[90,130,181],"ensemble":[91],"classifiers":[92,99],"(e.g.,":[93,100],"random":[94],"forest,":[95],"XGBoost)":[96],"outperforming":[97],"support":[101],"vector":[102],"machine,":[103],"decision":[104],"tree).":[105],"Additionally,":[106],"an":[107],"interpretable":[108],"framework":[109,157],"proposed":[111],"global":[113],"local":[115],"explanations":[116],"of":[117,178,187],"model.":[119],"Globally,":[120],"emotional,":[123],"behavioural":[125],"factors":[126],"influence":[127,146],"recognition,":[129],"eight":[131],"key":[132],"identified":[134],"each":[136],"role.":[137],"Common":[138],"features,":[139],"investment":[142],"overall":[144],"responsivity,":[145],"all":[147],"roles,":[148],"while":[149],"others":[150],"vary":[151],"their":[153],"impact.":[154],"Locally,":[155],"supports":[158],"personalized":[159],"interventions,":[160],"tailored":[163],"scripts.":[165],"These":[166],"findings":[167],"offer":[168],"valuable":[169],"insights":[170],"researchers":[172],"practitioners,":[174],"enabling":[175],"early":[176],"associated":[180],"academic":[182],"risks":[183],"design":[186],"targeted":[188],"instructional":[189],"strategies.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}
