{"id":"https://openalex.org/W3009656922","doi":"https://doi.org/10.58459/icce.2019.293","title":"Correlating Working Memory Capacity with Learners\u00b4 Study Behavior in a Web-Based Learning Platform","display_name":"Correlating Working Memory Capacity with Learners\u00b4 Study Behavior in a Web-Based Learning Platform","publication_year":2019,"publication_date":"2019-12-02","ids":{"openalex":"https://openalex.org/W3009656922","doi":"https://doi.org/10.58459/icce.2019.293","mag":"3009656922"},"language":"en","primary_location":{"id":"doi:10.58459/icce.2019.293","is_oa":true,"landing_page_url":"https://doi.org/10.58459/icce.2019.293","pdf_url":"https://library.apsce.net/index.php/ICCE/article/download/293/262","source":{"id":"https://openalex.org/S5407049172","display_name":"International Conference on Computers in Education","issn_l":"3078-4360","issn":["3078-4360"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://library.apsce.net/index.php/ICCE/article/download/293/262","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067840328","display_name":"Alisa Lincke","orcid":"https://orcid.org/0000-0001-9062-1609"},"institutions":[{"id":"https://openalex.org/I223464139","display_name":"Linnaeus University","ror":"https://ror.org/00j9qag85","country_code":"SE","type":"education","lineage":["https://openalex.org/I223464139"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Alisa LINCKE","raw_affiliation_strings":["Linnaeus University, Vaxjo, Sweden"],"affiliations":[{"raw_affiliation_string":"Linnaeus University, Vaxjo, Sweden","institution_ids":["https://openalex.org/I223464139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056702238","display_name":"Daniel Fellman","orcid":"https://orcid.org/0000-0002-9417-9800"},"institutions":[{"id":"https://openalex.org/I130217899","display_name":"\u00c5bo Akademi University","ror":"https://ror.org/029pk6x14","country_code":"FI","type":"education","lineage":["https://openalex.org/I130217899"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Daniel FELLMAN","raw_affiliation_strings":["\u00c5bo Akademi University, Turku, Finland"],"affiliations":[{"raw_affiliation_string":"\u00c5bo Akademi University, Turku, Finland","institution_ids":["https://openalex.org/I130217899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110928054","display_name":"Marc Jansen","orcid":null},"institutions":[{"id":"https://openalex.org/I223464139","display_name":"Linnaeus University","ror":"https://ror.org/00j9qag85","country_code":"SE","type":"education","lineage":["https://openalex.org/I223464139"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Marc JANSEN","raw_affiliation_strings":["Linnaeus University, Vaxjo, Sweden"],"affiliations":[{"raw_affiliation_string":"Linnaeus University, Vaxjo, Sweden","institution_ids":["https://openalex.org/I223464139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038027124","display_name":"Marcelo Milrad","orcid":"https://orcid.org/0000-0002-6937-345X"},"institutions":[{"id":"https://openalex.org/I223464139","display_name":"Linnaeus University","ror":"https://ror.org/00j9qag85","country_code":"SE","type":"education","lineage":["https://openalex.org/I223464139"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Marcelo MILRAD","raw_affiliation_strings":["Linnaeus University, Vaxjo, Sweden"],"affiliations":[{"raw_affiliation_string":"Linnaeus University, Vaxjo, Sweden","institution_ids":["https://openalex.org/I223464139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028827987","display_name":"Elias Berge","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elias BERGE","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5083304289","display_name":"Bert Jonsson","orcid":"https://orcid.org/0000-0002-5884-6469"},"institutions":[{"id":"https://openalex.org/I90267481","display_name":"Ume\u00e5 University","ror":"https://ror.org/05kb8h459","country_code":"SE","type":"education","lineage":["https://openalex.org/I90267481"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Bert JONSSON","raw_affiliation_strings":["Ume\u00e5 University, Ume\u00e5, Sweden"],"affiliations":[{"raw_affiliation_string":"Ume\u00e5 University, Ume\u00e5, Sweden","institution_ids":["https://openalex.org/I90267481"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5067840328"],"corresponding_institution_ids":["https://openalex.org/I223464139"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27040559,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"1","issue":null,"first_page":"90","last_page":"92"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9311000108718872,"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":0.9311000108718872,"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":0.5295271277427673},{"id":"https://openalex.org/keywords/working-memory","display_name":"Working memory","score":0.4933537542819977},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.443887859582901},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4198061227798462},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4173540472984314},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.11617213487625122},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.07137119770050049}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5295271277427673},{"id":"https://openalex.org/C21963081","wikidata":"https://www.wikidata.org/wiki/Q11337567","display_name":"Working memory","level":3,"score":0.4933537542819977},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.443887859582901},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4198061227798462},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4173540472984314},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.11617213487625122},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.07137119770050049}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.58459/icce.2019.293","is_oa":true,"landing_page_url":"https://doi.org/10.58459/icce.2019.293","pdf_url":"https://library.apsce.net/index.php/ICCE/article/download/293/262","source":{"id":"https://openalex.org/S5407049172","display_name":"International Conference on Computers in Education","issn_l":"3078-4360","issn":["3078-4360"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:lnu-92115","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-92115","pdf_url":null,"source":{"id":"https://openalex.org/S4306401598","display_name":"DiVA (Linnaeus University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I223464139","host_organization_name":"Linnaeus University","host_organization_lineage":["https://openalex.org/I223464139"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3009656922","is_oa":false,"landing_page_url":"http://www.diva-portal.org/smash/record.jsf?pid=diva2:1393468","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"International Conference on Computers in Education","raw_type":null}],"best_oa_location":{"id":"doi:10.58459/icce.2019.293","is_oa":true,"landing_page_url":"https://doi.org/10.58459/icce.2019.293","pdf_url":"https://library.apsce.net/index.php/ICCE/article/download/293/262","source":{"id":"https://openalex.org/S5407049172","display_name":"International Conference on Computers in Education","issn_l":"3078-4360","issn":["3078-4360"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3009656922.pdf","grobid_xml":"https://content.openalex.org/works/W3009656922.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W1980342602","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890"],"abstract_inverted_index":{"Cognitive":[0],"pre-requisites":[1],"should":[2,24],"be":[3,25],"taken":[4],"into":[5],"consideration":[6],"when":[7],"providing":[8],"personalized":[9],"and":[10,51,64,164,205],"adaptive":[11,139],"digital":[12],"content":[13],"in":[14,137],"web-based":[15,140,188],"learning":[16,127,141,145,189],"platforms.":[17],"In":[18,67],"order":[19,68],"to":[20,27,58,69,105,112,118,156,165],"achieve":[21],"this":[22],"it":[23,115],"possible":[26,117],"extract":[28],"these":[29,71],"cognitive":[30,45],"characteristics":[31,46,102,163],"based":[32,86,173],"on":[33,87,174],"students\u00b4":[34],"study":[35,89,100,135,161,203],"behavior.":[36],"Working":[37],"memory":[38,131],"capacity":[39,132],"(WMC)":[40],"is":[41,95,116,197],"one":[42],"of":[43,126,183],"the":[44,106,158],"that":[47,80,103,195],"affect":[48],"students\u2019":[49,84,107,167],"performance":[50],"their":[52,88,206],"academic":[53],"achievements.":[54],"However,":[55],"traditional":[56],"approaches":[57],"measuring":[59],"WMC":[60,85,121],"are":[61,99],"cognitively":[62],"demanding":[63],"time":[65],"consuming.":[66],"simplify":[70],"measures,":[72],"Chang":[73],"et":[74],"al.":[75],"(2015)":[76],"proposed":[77],"an":[78,138],"approach":[79],"can":[81],"automatically":[82],"identify":[83,157],"behavior":[90,101,136,162,204],"patterns.":[91],"The":[92,169,191],"intriguing":[93],"question":[94],"then":[96],"whether":[97],"there":[98,196],"correspond":[104],"WMC?":[108],"This":[109],"work":[110],"explores":[111],"what":[113],"extent":[114],"map":[119],"individual":[120,124],"data":[122,175],"onto":[123],"patterns":[125],"by":[128],"correlating":[129],"working":[130],"with":[133,148,201],"learners\u00b4":[134,202],"system.":[142],"Several":[143],"machine":[144],"models":[146],"together":[147],"a":[149,181,187],"rich":[150],"context":[151],"model":[152],"have":[153],"been":[154],"applied":[155],"most":[159],"relevant":[160],"predict":[166],"WMC.":[168,207],"evaluation":[170],"was":[171],"performed":[172],"collected":[176],"from":[177],"122":[178],"students":[179],"during":[180],"period":[182],"2":[184],"years":[185],"using":[186],"platform.":[190],"initial":[192],"results":[193],"show":[194],"no":[198],"linear":[199],"correlation":[200]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}