{"id":"https://openalex.org/W3206260042","doi":"https://doi.org/10.1080/10494820.2021.1984255","title":"Neuroimaging tools in multimedia learning: a systematic review","display_name":"Neuroimaging tools in multimedia learning: a systematic review","publication_year":2021,"publication_date":"2021-10-10","ids":{"openalex":"https://openalex.org/W3206260042","doi":"https://doi.org/10.1080/10494820.2021.1984255","mag":"3206260042"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2021.1984255","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2021.1984255","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"},"type":"review","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/A5068306251","display_name":"P\u0131nar \u00d6zel","orcid":"https://orcid.org/0000-0002-9688-6293"},"institutions":[{"id":"https://openalex.org/I1281109512","display_name":"Nev\u015fehir Hac\u0131 Bekta\u015f Veli University","ror":"https://ror.org/019jds967","country_code":"TR","type":"education","lineage":["https://openalex.org/I1281109512"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Pinar Ozel","raw_affiliation_strings":["Department of Biomedical Engineering, Faculty of Engineering, Nevsehir Haci Bektas Veli University, Nevsehir, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Faculty of Engineering, Nevsehir Haci Bektas Veli University, Nevsehir, Turkey","institution_ids":["https://openalex.org/I1281109512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088668293","display_name":"Duygu Mutlu Bayraktar","orcid":"https://orcid.org/0000-0002-2276-3768"},"institutions":[{"id":"https://openalex.org/I4210112471","display_name":"Istanbul University-Cerrahpa\u015fa","ror":"https://ror.org/01dzn5f42","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210112471"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Duygu Mutlu-Bayraktar","raw_affiliation_strings":["Department of Computer Education and Instructional Technology, Hasan Ali Yucel Faculty of Education, Istanbul University \u2013 Cerrahpasa, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Education and Instructional Technology, Hasan Ali Yucel Faculty of Education, Istanbul University \u2013 Cerrahpasa, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210112471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063630240","display_name":"Tu\u011fba Altan","orcid":"https://orcid.org/0000-0003-0073-6459"},"institutions":[{"id":"https://openalex.org/I46017","display_name":"Kahramanmara\u015f S\u00fct\u00e7\u00fc \u0130mam University","ror":"https://ror.org/03gn5cg19","country_code":"TR","type":"education","lineage":["https://openalex.org/I46017"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tugba Altan","raw_affiliation_strings":["Department of Educational Sciences, Kahramanmaras Sutcu Imam University, Kahramanmaras, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Educational Sciences, Kahramanmaras Sutcu Imam University, Kahramanmaras, Turkey","institution_ids":["https://openalex.org/I46017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088391831","display_name":"Veysel Co\u015fkun","orcid":"https://orcid.org/0000-0002-7189-2363"},"institutions":[{"id":"https://openalex.org/I46000314","display_name":"Mustafa Kemal University","ror":"https://ror.org/056hcgc41","country_code":"TR","type":"education","lineage":["https://openalex.org/I46000314"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Veysel Coskun","raw_affiliation_strings":["Department of Educational Sciences, Faculty of Education, Hatay Mustafa Kemal University, Antakya/Hatay, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Educational Sciences, Faculty of Education, Hatay Mustafa Kemal University, Antakya/Hatay, Turkey","institution_ids":["https://openalex.org/I46000314"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029538749","display_name":"Ali Olamat","orcid":"https://orcid.org/0000-0002-3544-7916"},"institutions":[{"id":"https://openalex.org/I4210112471","display_name":"Istanbul University-Cerrahpa\u015fa","ror":"https://ror.org/01dzn5f42","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210112471"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ali Olamat","raw_affiliation_strings":["Department of Biomedical Engineering, Faculty of Engineering, Istanbul University-Cerrahpasa, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Faculty of Engineering, Istanbul University-Cerrahpasa, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210112471"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5068306251"],"corresponding_institution_ids":["https://openalex.org/I1281109512"],"apc_list":null,"apc_paid":null,"fwci":1.0518,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77613729,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"31","issue":"8","first_page":"4865","last_page":"4882"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9369999766349792,"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/neuroimaging","display_name":"Neuroimaging","score":0.8529821634292603},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.6759545207023621},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.551741898059845},{"id":"https://openalex.org/keywords/functional-near-infrared-spectroscopy","display_name":"Functional near-infrared spectroscopy","score":0.5424618721008301},{"id":"https://openalex.org/keywords/functional-neuroimaging","display_name":"Functional neuroimaging","score":0.4716224670410156},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.45712655782699585},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.40164610743522644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3869401216506958},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3727263808250427},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3612767457962036},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17266854643821716},{"id":"https://openalex.org/keywords/prefrontal-cortex","display_name":"Prefrontal cortex","score":0.10130676627159119}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.8529821634292603},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.6759545207023621},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.551741898059845},{"id":"https://openalex.org/C130796691","wikidata":"https://www.wikidata.org/wiki/Q750537","display_name":"Functional near-infrared spectroscopy","level":4,"score":0.5424618721008301},{"id":"https://openalex.org/C52338299","wikidata":"https://www.wikidata.org/wiki/Q1004354","display_name":"Functional neuroimaging","level":3,"score":0.4716224670410156},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.45712655782699585},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.40164610743522644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3869401216506958},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3727263808250427},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3612767457962036},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17266854643821716},{"id":"https://openalex.org/C2781195155","wikidata":"https://www.wikidata.org/wiki/Q18680","display_name":"Prefrontal cortex","level":3,"score":0.10130676627159119}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2021.1984255","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2021.1984255","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W612741145","https://openalex.org/W1483155202","https://openalex.org/W1544916417","https://openalex.org/W1964672712","https://openalex.org/W1967395107","https://openalex.org/W1973785582","https://openalex.org/W1974316717","https://openalex.org/W1978941942","https://openalex.org/W1993729533","https://openalex.org/W1996986259","https://openalex.org/W2005501262","https://openalex.org/W2005791255","https://openalex.org/W2009623593","https://openalex.org/W2037923840","https://openalex.org/W2038403654","https://openalex.org/W2040084725","https://openalex.org/W2040127838","https://openalex.org/W2042029332","https://openalex.org/W2046036800","https://openalex.org/W2047779220","https://openalex.org/W2053101950","https://openalex.org/W2053356496","https://openalex.org/W2085690507","https://openalex.org/W2089723494","https://openalex.org/W2094353333","https://openalex.org/W2096036274","https://openalex.org/W2096365100","https://openalex.org/W2110016913","https://openalex.org/W2112309057","https://openalex.org/W2115810652","https://openalex.org/W2118389537","https://openalex.org/W2126153334","https://openalex.org/W2135316258","https://openalex.org/W2138231644","https://openalex.org/W2165611870","https://openalex.org/W2171782446","https://openalex.org/W2201674692","https://openalex.org/W2214125478","https://openalex.org/W2294177319","https://openalex.org/W2297842349","https://openalex.org/W2513902875","https://openalex.org/W2544179880","https://openalex.org/W2564674033","https://openalex.org/W2622516394","https://openalex.org/W2767645280","https://openalex.org/W2769095083","https://openalex.org/W2777517149","https://openalex.org/W2789438342","https://openalex.org/W2792373412","https://openalex.org/W2810989163","https://openalex.org/W2901913975","https://openalex.org/W2910164127","https://openalex.org/W2912199704","https://openalex.org/W2913144876","https://openalex.org/W2913861772","https://openalex.org/W2913936659","https://openalex.org/W2931229582","https://openalex.org/W2941211162","https://openalex.org/W2945683526","https://openalex.org/W2946410019","https://openalex.org/W2956049201","https://openalex.org/W2963122398","https://openalex.org/W2964629181","https://openalex.org/W2965083989","https://openalex.org/W2969813641","https://openalex.org/W2995764042","https://openalex.org/W3006321216","https://openalex.org/W3037744086","https://openalex.org/W3101396735","https://openalex.org/W4249565945","https://openalex.org/W6628835224","https://openalex.org/W6697509588"],"related_works":["https://openalex.org/W2506266834","https://openalex.org/W3197386832","https://openalex.org/W2733201152","https://openalex.org/W2499037785","https://openalex.org/W2028174874","https://openalex.org/W4376595809","https://openalex.org/W2351278828","https://openalex.org/W4308957544","https://openalex.org/W2239282469","https://openalex.org/W4313476595"],"abstract_inverted_index":{"This":[0],"study":[1,103],"aims":[2],"to":[3,25,102,125,131,153,196],"conduct":[4],"a":[5],"systematic":[6],"review":[7,23],"of":[8,21,71,78,88,100,114],"studies":[9,116,135],"on":[10,61],"neuroimaging":[11,39,89,101,132,179],"measurements":[12],"used":[13],"in":[14,30,97,106,129,182,193],"multimedia":[15,31,107,183,197],"learning":[16,32,72,137,184,198],"research.":[17,185],"The":[18,109,134,149],"particular":[19],"aim":[20],"the":[22,44,52,62,66,69,74,76,81,86,91,98,115,156,176],"is":[24,158],"explore":[26],"how":[27],"cognitive":[28,79,83,104,127,139,147],"processes":[29],"are":[33],"studied":[34],"with":[35,51],"relevant":[36],"variables":[37,144],"through":[38],"technology.":[40],"Studies":[41],"that":[42,93,112,159],"met":[43],"inclusive":[45],"criteria":[46],"were":[47,58,188,199],"selected":[48],"and":[49,121,141,168,190],"analyzed":[50],"data":[53],"entry":[54],"tool.":[55],"Forty":[56],"articles":[57],"reviewed":[59],"based":[60],"research":[63,67,194],"questions":[64],"about":[65],"characteristics,":[68],"type":[70],"environments,":[73],"variables,":[75],"types":[77,87],"load,":[80],"other":[82,122,143],"load":[84,105,128],"measurements,":[85],"measures,":[90],"techniques":[92],"should":[94],"be":[95],"known":[96],"field":[99],"learning.":[108],"results":[110,187],"revealed":[111],"most":[113,150,177],"preferred":[117,178],"using":[118],"both":[119],"subjective":[120],"objective":[123],"measures":[124],"assess":[126],"addition":[130],"measures.":[133],"examined":[136],"outcomes,":[138],"processes,":[140],"some":[142],"besides":[145],"measuring":[146],"load.":[148],"striking":[151],"observation":[152],"emerge":[154],"from":[155],"analysis":[157],"Electroencephalography,":[160],"Functional":[161,165],"Magnetic":[162],"Resonance":[163],"Imaging,":[164],"Near-Infrared":[166],"Spectroscopy,":[167],"Transcranial":[169],"Doppler":[170],"Ultrasonography":[171],"have":[172],"been":[173],"found":[174],"as":[175],"tools":[180],"utilized":[181],"Research":[186],"interpreted,":[189],"several":[191],"gaps":[192],"relating":[195],"identified.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
