{"id":"https://openalex.org/W2587278637","doi":"https://doi.org/10.1016/j.chb.2017.01.038","title":"Using multi-channel data with multi-level modeling to assess in-game performance during gameplay with Crystal Island","display_name":"Using multi-channel data with multi-level modeling to assess in-game performance during gameplay with Crystal Island","publication_year":2017,"publication_date":"2017-02-07","ids":{"openalex":"https://openalex.org/W2587278637","doi":"https://doi.org/10.1016/j.chb.2017.01.038","mag":"2587278637"},"language":"en","primary_location":{"id":"doi:10.1016/j.chb.2017.01.038","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.chb.2017.01.038","pdf_url":null,"source":{"id":"https://openalex.org/S204030396","display_name":"Computers in Human Behavior","issn_l":"0747-5632","issn":["0747-5632","1873-7692"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers in Human Behavior","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/A5040488871","display_name":"Michelle Taub","orcid":"https://orcid.org/0000-0002-6238-1334"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michelle Taub","raw_affiliation_strings":["Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010678621","display_name":"Nicholas V. Mudrick","orcid":"https://orcid.org/0000-0002-3558-9850"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas V. Mudrick","raw_affiliation_strings":["Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019212451","display_name":"Roger Azevedo","orcid":"https://orcid.org/0000-0002-5018-6232"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roger Azevedo","raw_affiliation_strings":["Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005473375","display_name":"Garrett C. Millar","orcid":null},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Garrett C. Millar","raw_affiliation_strings":["Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, North Carolina State University, 2310 Stinson Drive, Raleigh, NC 27695-7650, United States","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085880418","display_name":"Jonathan Rowe","orcid":"https://orcid.org/0000-0003-2038-9239"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan Rowe","raw_affiliation_strings":["Department of Computer Science, North Carolina State University, 890 Oval Drive, Raleigh, NC 27695-8206, United States"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, 890 Oval Drive, Raleigh, NC 27695-8206, United States","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113017365","display_name":"James Lester","orcid":null},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Lester","raw_affiliation_strings":["Department of Computer Science, North Carolina State University, 890 Oval Drive, Raleigh, NC 27695-8206, United States"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, 890 Oval Drive, Raleigh, NC 27695-8206, United States","institution_ids":["https://openalex.org/I137902535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5040488871"],"corresponding_institution_ids":["https://openalex.org/I137902535"],"apc_list":{"value":3440,"currency":"USD","value_usd":3440},"apc_paid":null,"fwci":9.0984,"has_fulltext":false,"cited_by_count":66,"citation_normalized_percentile":{"value":0.981534,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"76","issue":null,"first_page":"641","last_page":"655"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10731","display_name":"Educational Games and Gamification","score":0.9997000098228455,"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/T10731","display_name":"Educational Games and Gamification","score":0.9997000098228455,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9746000170707703,"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":0.9728999733924866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.7264697551727295},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.6505988836288452},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5809437036514282},{"id":"https://openalex.org/keywords/game-based-learning","display_name":"Game based learning","score":0.577350378036499},{"id":"https://openalex.org/keywords/metacognition","display_name":"Metacognition","score":0.5644366145133972},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4980309009552002},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4628666043281555},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.44656920433044434},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.42979440093040466},{"id":"https://openalex.org/keywords/educational-game","display_name":"Educational game","score":0.41568851470947266},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3801942765712738},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3366971015930176},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.30981338024139404},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.10656830668449402}],"concepts":[{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.7264697551727295},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.6505988836288452},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5809437036514282},{"id":"https://openalex.org/C2982948194","wikidata":"https://www.wikidata.org/wiki/Q1140363","display_name":"Game based learning","level":2,"score":0.577350378036499},{"id":"https://openalex.org/C118147538","wikidata":"https://www.wikidata.org/wiki/Q1126970","display_name":"Metacognition","level":3,"score":0.5644366145133972},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4980309009552002},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4628666043281555},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.44656920433044434},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.42979440093040466},{"id":"https://openalex.org/C2984404570","wikidata":"https://www.wikidata.org/wiki/Q1140363","display_name":"Educational game","level":2,"score":0.41568851470947266},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3801942765712738},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3366971015930176},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.30981338024139404},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.10656830668449402},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.chb.2017.01.038","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.chb.2017.01.038","pdf_url":null,"source":{"id":"https://openalex.org/S204030396","display_name":"Computers in Human Behavior","issn_l":"0747-5632","issn":["0747-5632","1873-7692"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers in Human Behavior","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.9100000262260437,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":116,"referenced_works":["https://openalex.org/W26582018","https://openalex.org/W86367895","https://openalex.org/W87967679","https://openalex.org/W107670845","https://openalex.org/W108166077","https://openalex.org/W138013549","https://openalex.org/W145254903","https://openalex.org/W191609460","https://openalex.org/W410845123","https://openalex.org/W1116289313","https://openalex.org/W1492569146","https://openalex.org/W1492593820","https://openalex.org/W1504608115","https://openalex.org/W1508693161","https://openalex.org/W1518664880","https://openalex.org/W1526122805","https://openalex.org/W1544649311","https://openalex.org/W1593360544","https://openalex.org/W1665502721","https://openalex.org/W1681730134","https://openalex.org/W1741890539","https://openalex.org/W1775995898","https://openalex.org/W1811740382","https://openalex.org/W1886516788","https://openalex.org/W1934782475","https://openalex.org/W1965536757","https://openalex.org/W1976802083","https://openalex.org/W1978051655","https://openalex.org/W1987893469","https://openalex.org/W1998862210","https://openalex.org/W2006451753","https://openalex.org/W2012039745","https://openalex.org/W2029752410","https://openalex.org/W2050408734","https://openalex.org/W2050948888","https://openalex.org/W2055836102","https://openalex.org/W2058064543","https://openalex.org/W2060276836","https://openalex.org/W2063578082","https://openalex.org/W2067644672","https://openalex.org/W2068829790","https://openalex.org/W2085267184","https://openalex.org/W2086699288","https://openalex.org/W2088022421","https://openalex.org/W2098677520","https://openalex.org/W2099460238","https://openalex.org/W2112254195","https://openalex.org/W2121475339","https://openalex.org/W2127076710","https://openalex.org/W2129514660","https://openalex.org/W2136757566","https://openalex.org/W2145067546","https://openalex.org/W2147151403","https://openalex.org/W2149874222","https://openalex.org/W2152550197","https://openalex.org/W2152933045","https://openalex.org/W2158672897","https://openalex.org/W2165136898","https://openalex.org/W2166269038","https://openalex.org/W2187754937","https://openalex.org/W2204339363","https://openalex.org/W2277340224","https://openalex.org/W2288881923","https://openalex.org/W2290217614","https://openalex.org/W2294691030","https://openalex.org/W2322788736","https://openalex.org/W2324392187","https://openalex.org/W2333109167","https://openalex.org/W2358949323","https://openalex.org/W2402688303","https://openalex.org/W2462568845","https://openalex.org/W2489168068","https://openalex.org/W2519067291","https://openalex.org/W2531563875","https://openalex.org/W2573966546","https://openalex.org/W2576760906","https://openalex.org/W2734246064","https://openalex.org/W2738082067","https://openalex.org/W2913337017","https://openalex.org/W2913381879","https://openalex.org/W2913976761","https://openalex.org/W2915686728","https://openalex.org/W2950821359","https://openalex.org/W2975801009","https://openalex.org/W4229951485","https://openalex.org/W4231060294","https://openalex.org/W4237488522","https://openalex.org/W4239950209","https://openalex.org/W4249187927","https://openalex.org/W4300572746","https://openalex.org/W6603439790","https://openalex.org/W6603575651","https://openalex.org/W6604361334","https://openalex.org/W6604378787","https://openalex.org/W6605546354","https://openalex.org/W6605894887","https://openalex.org/W6607790028","https://openalex.org/W6629312798","https://openalex.org/W6629399960","https://openalex.org/W6630312819","https://openalex.org/W6631982676","https://openalex.org/W6636911816","https://openalex.org/W6637635595","https://openalex.org/W6638164167","https://openalex.org/W6638437049","https://openalex.org/W6667284276","https://openalex.org/W6678343118","https://openalex.org/W6684239834","https://openalex.org/W6686801694","https://openalex.org/W6688209503","https://openalex.org/W6697067194","https://openalex.org/W6712834088","https://openalex.org/W6722277565","https://openalex.org/W6732201622","https://openalex.org/W6732492792","https://openalex.org/W6763734111"],"related_works":["https://openalex.org/W2133875606","https://openalex.org/W4220777316","https://openalex.org/W2375483985","https://openalex.org/W76761589","https://openalex.org/W4322582777","https://openalex.org/W2329312679","https://openalex.org/W4288011827","https://openalex.org/W4307442078","https://openalex.org/W3197495220","https://openalex.org/W2981068126"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":4},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}