{"id":"https://openalex.org/W4394725818","doi":"https://doi.org/10.3390/computers13040096","title":"The Use of Integrated Multichannel Records in Learning Studies in Higher Education: A Systematic Review of the Last 10 Years","display_name":"The Use of Integrated Multichannel Records in Learning Studies in Higher Education: A Systematic Review of the Last 10 Years","publication_year":2024,"publication_date":"2024-04-10","ids":{"openalex":"https://openalex.org/W4394725818","doi":"https://doi.org/10.3390/computers13040096"},"language":"en","primary_location":{"id":"doi:10.3390/computers13040096","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13040096","pdf_url":"https://www.mdpi.com/2073-431X/13/4/96/pdf?version=1712817891","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/13/4/96/pdf?version=1712817891","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052842158","display_name":"Irene Gonz\u00e1lez-D\u00edez","orcid":"https://orcid.org/0000-0002-1481-7172"},"institutions":[{"id":"https://openalex.org/I46176106","display_name":"Universidad de Burgos","ror":"https://ror.org/049da5t36","country_code":"ES","type":"education","lineage":["https://openalex.org/I46176106"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Irene Gonz\u00e1lez-D\u00edez","raw_affiliation_strings":["DATAHES Research Group, Consolidated Research Unit N\u00ba. 348, Universidad de Burgos, 09001 Burgos, Spain","Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain","Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain;"],"affiliations":[{"raw_affiliation_string":"DATAHES Research Group, Consolidated Research Unit N\u00ba. 348, Universidad de Burgos, 09001 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]},{"raw_affiliation_string":"Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]},{"raw_affiliation_string":"Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain;","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032519093","display_name":"Carmen Varela","orcid":"https://orcid.org/0000-0002-3009-0348"},"institutions":[{"id":"https://openalex.org/I46176106","display_name":"Universidad de Burgos","ror":"https://ror.org/049da5t36","country_code":"ES","type":"education","lineage":["https://openalex.org/I46176106"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Carmen Varela","raw_affiliation_strings":["Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain","Departament of Psychobiology and Clinical Psychology, Faculty of Psychology, University of Barcelona, 08035 Barcelona, Spain","Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain;"],"affiliations":[{"raw_affiliation_string":"Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]},{"raw_affiliation_string":"Departament of Psychobiology and Clinical Psychology, Faculty of Psychology, University of Barcelona, 08035 Barcelona, Spain","institution_ids":["https://openalex.org/I71999127"]},{"raw_affiliation_string":"Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain;","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014447429","display_name":"Mar\u00eda Consuelo S\u00e1iz Manzanares","orcid":"https://orcid.org/0000-0002-1736-2089"},"institutions":[{"id":"https://openalex.org/I46176106","display_name":"Universidad de Burgos","ror":"https://ror.org/049da5t36","country_code":"ES","type":"education","lineage":["https://openalex.org/I46176106"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Consuelo S\u00e1iz-Manzanares","raw_affiliation_strings":["DATAHES Research Group, Consolidated Research Unit N\u00ba. 348, Universidad de Burgos, 09001 Burgos, Spain","Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain","Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain;"],"affiliations":[{"raw_affiliation_string":"DATAHES Research Group, Consolidated Research Unit N\u00ba. 348, Universidad de Burgos, 09001 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]},{"raw_affiliation_string":"Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]},{"raw_affiliation_string":"Departament of Health Sciences, Faculty of Health Sciences, University of Burgos, Paseo Comendadores s/n Burgos, 09001 Burgos, Spain;","institution_ids":["https://openalex.org/I46176106"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5032519093"],"corresponding_institution_ids":["https://openalex.org/I46176106","https://openalex.org/I71999127"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":2.0552,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.84128982,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":"4","first_page":"96","last_page":"96"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9976999759674072,"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/T11122","display_name":"Online Learning and Analytics","score":0.9869999885559082,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9818999767303467,"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/medicine","display_name":"Medicine","score":0.4090179204940796}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4090179204940796}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers13040096","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13040096","pdf_url":"https://www.mdpi.com/2073-431X/13/4/96/pdf?version=1712817891","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1532a258b956489c92cdc438fa362d3e","is_oa":true,"landing_page_url":"https://doaj.org/article/1532a258b956489c92cdc438fa362d3e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 13, Iss 4, p 96 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers13040096","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13040096","pdf_url":"https://www.mdpi.com/2073-431X/13/4/96/pdf?version=1712817891","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6899999976158142}],"awards":[{"id":"https://openalex.org/G1650125035","display_name":null,"funder_award_id":"B-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394725818.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W2147493587","https://openalex.org/W2316748172","https://openalex.org/W2560438049","https://openalex.org/W2612163733","https://openalex.org/W2739760705","https://openalex.org/W2741204007","https://openalex.org/W2774167400","https://openalex.org/W2779952608","https://openalex.org/W2794783191","https://openalex.org/W2810989163","https://openalex.org/W2898257064","https://openalex.org/W2901913975","https://openalex.org/W2902308332","https://openalex.org/W2910271335","https://openalex.org/W2916700883","https://openalex.org/W3006385477","https://openalex.org/W3010174040","https://openalex.org/W3020268474","https://openalex.org/W3034296212","https://openalex.org/W3041183752","https://openalex.org/W3083168559","https://openalex.org/W3094019734","https://openalex.org/W3101042024","https://openalex.org/W3101396735","https://openalex.org/W3113947326","https://openalex.org/W3136719398","https://openalex.org/W3146142859","https://openalex.org/W3163468863","https://openalex.org/W3165742247","https://openalex.org/W3165897743","https://openalex.org/W3172063946","https://openalex.org/W3202811270","https://openalex.org/W3204137543","https://openalex.org/W4200379835","https://openalex.org/W4248889945","https://openalex.org/W4281760114","https://openalex.org/W4288370357","https://openalex.org/W4292979906","https://openalex.org/W4306398962","https://openalex.org/W4307815351","https://openalex.org/W4309451733","https://openalex.org/W4319778013","https://openalex.org/W4321325930","https://openalex.org/W4361305940","https://openalex.org/W4361984008","https://openalex.org/W4367315948","https://openalex.org/W4385422591","https://openalex.org/W4385461326","https://openalex.org/W4386097872","https://openalex.org/W4386196549","https://openalex.org/W6802303849"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725","https://openalex.org/W2148612803"],"abstract_inverted_index":{"Neurophysiological":[0],"measures":[1,27],"have":[2],"been":[3],"used":[4,103],"in":[5,55,155,173,185,207],"the":[6,15,21,49,62,100,118,149,166,186,201],"field":[7],"of":[8,24,32,38,48,51,66,94,109,151,165,169,203],"education":[9],"to":[10,43,86,141],"improve":[11],"our":[12,30,142],"knowledge":[13],"about":[14],"cognitive":[16,123],"processes":[17],"underlying":[18],"learning.":[19],"Furthermore,":[20,140],"combined":[22],"use":[23,50,150,168,202],"different":[25],"neuropsychological":[26],"has":[28,133,146],"deepened":[29],"understanding":[31],"these":[33],"processes.":[34],"The":[35,58,189],"main":[36],"objective":[37],"this":[39],"systematic":[40,159],"review":[41,63,160],"is":[42],"provide":[44,191],"a":[45,74,162,192],"comprehensive":[46,163],"picture":[47,164],"integrated":[52,92,107,126,152,170,204],"multichannel":[53,127,153,171,205],"records":[54,154,172,206],"higher":[56,156,174,208],"education.":[57,157,175,209],"bibliographic":[59],"sources":[60],"for":[61,194],"were":[64,83,99],"Web":[65],"Science,":[67],"PsycINFO,":[68],"Scopus,":[69],"and":[70,97,112,197],"Psicodoc":[71],"databases.":[72],"After":[73],"screening":[75],"process":[76,124],"by":[77,106],"two":[78],"independent":[79],"reviewers,":[80],"10":[81],"articles":[82],"included":[84],"according":[85],"prespecified":[87],"inclusion":[88],"criteria.":[89],"In":[90],"general,":[91],"recording":[93,108],"eye":[95,110],"tracking":[96,111],"electroencephalograms":[98],"most":[101,119,131],"commonly":[102],"metrics,":[104],"followed":[105],"electrodermal":[113],"activity.":[114],"Cognitive":[115],"load":[116],"was":[117],"widely":[120],"investigated":[121,148],"learning-related":[122],"using":[125],"records.":[128],"To":[129],"date,":[130],"research":[132,196],"focused":[134],"only":[135],"on":[136],"one":[137],"neurophysiological":[138],"measure.":[139],"knowledge,":[143],"no":[144],"study":[145],"systematically":[147],"This":[158],"provides":[161],"current":[167],"Its":[176],"findings":[177,190],"may":[178],"help":[179],"design":[180],"innovative":[181],"educational":[182],"programs,":[183],"particularly":[184],"online":[187],"context.":[188],"basis":[193],"future":[195],"decision":[198],"making":[199],"regarding":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
