{"id":"https://openalex.org/W2394163282","doi":"https://doi.org/10.1007/s11412-016-9234-6","title":"Quantitative approach to collaborative learning: performance prediction, individual assessment, and group composition","display_name":"Quantitative approach to collaborative learning: performance prediction, individual assessment, and group composition","publication_year":2016,"publication_date":"2016-05-11","ids":{"openalex":"https://openalex.org/W2394163282","doi":"https://doi.org/10.1007/s11412-016-9234-6","mag":"2394163282"},"language":"en","primary_location":{"id":"doi:10.1007/s11412-016-9234-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11412-016-9234-6","pdf_url":null,"source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","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/A5108056229","display_name":"Ling Cen","orcid":"https://orcid.org/0000-0002-1674-1052"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Ling Cen","raw_affiliation_strings":["Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037726482","display_name":"Dymitr Ruta","orcid":"https://orcid.org/0000-0003-1060-6375"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Dymitr Ruta","raw_affiliation_strings":["Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000466631","display_name":"Leigh Powell","orcid":"https://orcid.org/0000-0001-6714-7371"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Leigh Powell","raw_affiliation_strings":["Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082113952","display_name":"Benjamin Hirsch","orcid":"https://orcid.org/0000-0003-3893-1591"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Benjamin Hirsch","raw_affiliation_strings":["Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025829535","display_name":"Jason Ng","orcid":"https://orcid.org/0000-0001-9242-1512"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Jason Ng","raw_affiliation_strings":["Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emirates ICT Innovation Center, Khalifa University of Science, Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5108056229"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":13.0546,"has_fulltext":false,"cited_by_count":119,"citation_normalized_percentile":{"value":0.98783044,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":"2","first_page":"187","last_page":"225"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.996399998664856,"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":0.996399998664856,"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":0.9948999881744385,"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/T10320","display_name":"Neural Networks and Applications","score":0.9894999861717224,"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/collaborative-learning","display_name":"Collaborative learning","score":0.6816092133522034},{"id":"https://openalex.org/keywords/predictability","display_name":"Predictability","score":0.6542307734489441},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5545119047164917},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.5172230005264282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47912856936454773},{"id":"https://openalex.org/keywords/group","display_name":"Group (periodic table)","score":0.4759863615036011},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47475317120552063},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.4606243968009949},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2390879988670349},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.23282435536384583},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20902910828590393},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.12667402625083923},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10834509134292603},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10757890343666077},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09402680397033691}],"concepts":[{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.6816092133522034},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.6542307734489441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5545119047164917},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.5172230005264282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47912856936454773},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.4759863615036011},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47475317120552063},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.4606243968009949},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2390879988670349},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.23282435536384583},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20902910828590393},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.12667402625083923},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10834509134292603},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10757890343666077},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09402680397033691},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11412-016-9234-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11412-016-9234-6","pdf_url":null,"source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":98,"referenced_works":["https://openalex.org/W13474624","https://openalex.org/W25410837","https://openalex.org/W63578216","https://openalex.org/W109702185","https://openalex.org/W119769658","https://openalex.org/W243710962","https://openalex.org/W599232610","https://openalex.org/W614384131","https://openalex.org/W638476871","https://openalex.org/W1170490670","https://openalex.org/W1519873251","https://openalex.org/W1533281668","https://openalex.org/W1539947443","https://openalex.org/W1540985729","https://openalex.org/W1543128278","https://openalex.org/W1547377254","https://openalex.org/W1551289443","https://openalex.org/W1562092080","https://openalex.org/W1597268399","https://openalex.org/W1601343908","https://openalex.org/W1663973292","https://openalex.org/W1777119744","https://openalex.org/W1824357302","https://openalex.org/W1956044383","https://openalex.org/W1966165526","https://openalex.org/W1979299671","https://openalex.org/W1984071766","https://openalex.org/W1987757213","https://openalex.org/W1989411625","https://openalex.org/W1994213286","https://openalex.org/W1998402773","https://openalex.org/W2006185532","https://openalex.org/W2006444123","https://openalex.org/W2008829347","https://openalex.org/W2009086942","https://openalex.org/W2013522751","https://openalex.org/W2014924105","https://openalex.org/W2017894357","https://openalex.org/W2024418141","https://openalex.org/W2029877094","https://openalex.org/W2037354591","https://openalex.org/W2040851844","https://openalex.org/W2045871438","https://openalex.org/W2048942544","https://openalex.org/W2055072337","https://openalex.org/W2055381121","https://openalex.org/W2056173747","https://openalex.org/W2056492580","https://openalex.org/W2056550813","https://openalex.org/W2058943716","https://openalex.org/W2066816090","https://openalex.org/W2074195562","https://openalex.org/W2078531038","https://openalex.org/W2079010225","https://openalex.org/W2091434776","https://openalex.org/W2091770503","https://openalex.org/W2099823568","https://openalex.org/W2102187730","https://openalex.org/W2104482355","https://openalex.org/W2111072639","https://openalex.org/W2116426155","https://openalex.org/W2117818531","https://openalex.org/W2118072590","https://openalex.org/W2118963717","https://openalex.org/W2121295338","https://openalex.org/W2122575992","https://openalex.org/W2128885135","https://openalex.org/W2135080565","https://openalex.org/W2136158473","https://openalex.org/W2138253457","https://openalex.org/W2139145202","https://openalex.org/W2141235869","https://openalex.org/W2147735093","https://openalex.org/W2162634447","https://openalex.org/W2168811880","https://openalex.org/W2171562468","https://openalex.org/W2206168778","https://openalex.org/W2223128374","https://openalex.org/W2261096117","https://openalex.org/W2330820318","https://openalex.org/W2337455677","https://openalex.org/W2480956634","https://openalex.org/W2497192855","https://openalex.org/W2914958917","https://openalex.org/W2949392609","https://openalex.org/W3085162807","https://openalex.org/W3115012908","https://openalex.org/W4214907476","https://openalex.org/W4250757622","https://openalex.org/W4292003697","https://openalex.org/W6604424801","https://openalex.org/W6604798871","https://openalex.org/W6629510986","https://openalex.org/W6641325911","https://openalex.org/W6675853292","https://openalex.org/W6830239939","https://openalex.org/W6843735874","https://openalex.org/W6959706600"],"related_works":["https://openalex.org/W2740949427","https://openalex.org/W2466909816","https://openalex.org/W2739584557","https://openalex.org/W2993407327","https://openalex.org/W3084279499","https://openalex.org/W3137277498","https://openalex.org/W2738303290","https://openalex.org/W2994076959","https://openalex.org/W2124020042","https://openalex.org/W3216132956"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":5}],"updated_date":"2026-06-09T15:46:55.921056","created_date":"2025-10-10T00:00:00"}
