{"id":"https://openalex.org/W4392484141","doi":"https://doi.org/10.1145/3636555.3636917","title":"Computational Modeling of Collaborative Discourse to Enable Feedback and Reflection in Middle School Classrooms","display_name":"Computational Modeling of Collaborative Discourse to Enable Feedback and Reflection in Middle School Classrooms","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392484141","doi":"https://doi.org/10.1145/3636555.3636917"},"language":"en","primary_location":{"id":"doi:10.1145/3636555.3636917","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636917","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636917","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636917","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078212143","display_name":"Chelsea Chandler","orcid":"https://orcid.org/0000-0002-9409-0937"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chelsea Chandler","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0002-9409-0937","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011017577","display_name":"Thomas Breideband","orcid":"https://orcid.org/0000-0001-5827-0466"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas Breideband","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0001-5827-0466","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027141730","display_name":"Jason G. Reitman","orcid":"https://orcid.org/0000-0003-4552-5874"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jason G. Reitman","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0003-4552-5874","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088088849","display_name":"Marissa R Chitwood","orcid":"https://orcid.org/0000-0001-9213-2016"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marissa Chitwood","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0001-9213-2016","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019199184","display_name":"Jeffrey B. Bush","orcid":"https://orcid.org/0000-0002-4129-7504"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey B. Bush","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0002-4129-7504","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070253422","display_name":"Amanda L. Howard","orcid":null},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amanda Howard","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0002-7585-5826","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094076556","display_name":"Sarah Leonhart","orcid":"https://orcid.org/0009-0008-7903-4284"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sarah Leonhart","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0009-0008-7903-4284","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082669876","display_name":"Peter W. Foltz","orcid":"https://orcid.org/0000-0002-0281-8741"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter W. Foltz","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0002-0281-8741","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084027736","display_name":"William R. Penuel","orcid":"https://orcid.org/0000-0001-7096-6669"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William R. Penuel","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0001-7096-6669","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008316506","display_name":"Sidney K. D\u2019Mello","orcid":"https://orcid.org/0000-0003-0347-2807"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sidney K. D'Mello","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, USA"],"raw_orcid":"https://orcid.org/0000-0003-0347-2807","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, USA","institution_ids":["https://openalex.org/I188538660"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.3548,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.91395879,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"576","last_page":"586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9991000294685364,"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":0.9991000294685364,"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/T11122","display_name":"Online Learning and Analytics","score":0.9936000108718872,"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/T10162","display_name":"Online and Blended Learning","score":0.9610000252723694,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.8676396608352661},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6650766730308533},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.5353809595108032},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5055122375488281},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.4907766282558441},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.48795074224472046},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.48693525791168213},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.48561540246009827},{"id":"https://openalex.org/keywords/empowerment","display_name":"Empowerment","score":0.4847116470336914},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4306313097476959},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4065384566783905},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2746647596359253},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.261663556098938},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.22205039858818054}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.8676396608352661},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6650766730308533},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.5353809595108032},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5055122375488281},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.4907766282558441},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.48795074224472046},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.48693525791168213},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.48561540246009827},{"id":"https://openalex.org/C20555606","wikidata":"https://www.wikidata.org/wiki/Q868575","display_name":"Empowerment","level":2,"score":0.4847116470336914},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4306313097476959},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4065384566783905},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2746647596359253},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.261663556098938},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.22205039858818054},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3636555.3636917","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636917","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636917","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3636555.3636917","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636917","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636917","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G7369068213","display_name":null,"funder_award_id":"2019805","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392484141.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W2039031214","https://openalex.org/W2106116984","https://openalex.org/W2145276111","https://openalex.org/W2165666215","https://openalex.org/W2560140854","https://openalex.org/W2605961645","https://openalex.org/W2624103253","https://openalex.org/W2773139392","https://openalex.org/W2882319491","https://openalex.org/W2895776773","https://openalex.org/W2897793067","https://openalex.org/W2902754622","https://openalex.org/W2940958054","https://openalex.org/W2943738989","https://openalex.org/W2950300510","https://openalex.org/W2969653701","https://openalex.org/W2985606745","https://openalex.org/W3011043904","https://openalex.org/W3032531080","https://openalex.org/W3046907854","https://openalex.org/W3082914816","https://openalex.org/W3126233671","https://openalex.org/W3152585019","https://openalex.org/W3153923510","https://openalex.org/W3154362623","https://openalex.org/W3187467055","https://openalex.org/W3206725087","https://openalex.org/W3214858720","https://openalex.org/W4214844842","https://openalex.org/W4214882000","https://openalex.org/W4214944709","https://openalex.org/W4255846079","https://openalex.org/W4281290934","https://openalex.org/W4285778368","https://openalex.org/W4308222532","https://openalex.org/W4321442030","https://openalex.org/W4360764315","https://openalex.org/W4381163923"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W4225313275","https://openalex.org/W3097749327"],"abstract_inverted_index":{"Collaboration":[0],"analytics":[1],"has":[2],"the":[3,97,124,135,148,152,170],"potential":[4],"to":[5,13,42,88,101,119,147,174],"empower":[6],"teachers":[7,173],"and":[8,17,51,60,85,168],"students":[9],"with":[10,109,141],"valuable":[11],"insights":[12],"facilitate":[14],"more":[15],"meaningful":[16],"engaging":[18],"collaborative":[19,179],"learning":[20],"experiences.":[21],"Towards":[22],"this":[23],"end,":[24],"we":[25],"developed":[26,116],"computational":[27,149],"models":[28,57,78,98],"of":[29,38,126,131,134,151,155,162,172],"student":[30,69],"speech":[31,89],"during":[32,178],"small":[33],"group":[34],"work,":[35],"identifying":[36],"instances":[37,133],"uplifting":[39],"behavior":[40],"related":[41],"three":[43],"Community":[44,136],"Agreements:":[45],"community":[46],"building,":[47],"moving":[48],"thinking":[49],"forward,":[50],"being":[52],"respectful.":[53],"Pre-trained":[54],"RoBERTa":[55],"language":[56],"were":[58,86],"fine-tuned":[59],"evaluated":[61],"on":[62],"human":[63,142],"annotated":[64],"data":[65],"(N":[66],"=":[67],"9,607":[68],"utterances":[70],"from":[71,157],"100":[72],"unique":[73],"5-minute":[74],"classroom":[75,159],"recordings).":[76],"The":[77],"achieved":[79],"moderate":[80,139],"accuracies":[81],"(AUROCs":[82],"between":[83,107],"0.67-0.84)":[84],"robust":[87],"recognition":[90],"errors.":[91],"Preliminary":[92],"generalizability":[93],"studies":[94],"indicated":[95],"that":[96],"generalized":[99],"well":[100],"two":[102],"other":[103],"domains":[104],"(transfer":[105],"ratios":[106],"0.46-0.85;":[108],"1.0":[110],"indicating":[111],"perfect":[112],"transfer).":[113],"We":[114],"also":[115],"four":[117],"approaches":[118],"provide":[120],"qualitative":[121,166],"feedback":[122],"in":[123],"form":[125],"noticings":[127],"(i.e.,":[128],"specific":[129],"exemplars)":[130],"positive":[132,163],"Agreements,":[137],"finding":[138],"alignment":[140],"ratings.":[143],"This":[144],"research":[145],"contributes":[146],"modeling":[150],"relationship":[153],"dimension":[154],"collaboration":[156],"noisy":[158],"data,":[160],"selection":[161],"examples":[164],"for":[165],"feedback,":[167],"towards":[169],"empowerment":[171],"support":[175],"diverse":[176],"learners":[177],"learning.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-12T08:23:45.883708","created_date":"2025-10-10T00:00:00"}
