{"id":"https://openalex.org/W4410582379","doi":"https://doi.org/10.1007/s40593-025-00481-x","title":"A Closer Look into Recent Video-based Learning Research: A Comprehensive Review of Video Characteristics, Tools, Technologies, and Learning Effectiveness","display_name":"A Closer Look into Recent Video-based Learning Research: A Comprehensive Review of Video Characteristics, Tools, Technologies, and Learning Effectiveness","publication_year":2025,"publication_date":"2025-05-21","ids":{"openalex":"https://openalex.org/W4410582379","doi":"https://doi.org/10.1007/s40593-025-00481-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40593-025-00481-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40593-025-00481-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40593-025-00481-x.pdf","source":{"id":"https://openalex.org/S171267539","display_name":"International Journal of Artificial Intelligence in Education","issn_l":"1560-4292","issn":["1560-4292","1560-4306"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Intelligence in Education","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s40593-025-00481-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080192576","display_name":"Evelyn Navarrete","orcid":null},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I4210136150","display_name":"L3S Research Center","ror":"https://ror.org/039t4wk02","country_code":"DE","type":"facility","lineage":["https://openalex.org/I114112103","https://openalex.org/I4210136150","https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Evelyn Navarrete","raw_affiliation_strings":["L3S Research Center, Leibniz University Hannover, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"L3S Research Center, Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I4210136150","https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005404351","display_name":"Andreas Nehring","orcid":"https://orcid.org/0000-0002-8723-5552"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Nehring","raw_affiliation_strings":["Institute of Science Education, Leibniz University Hannover, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Science Education, Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011514045","display_name":"Sascha Schanze","orcid":"https://orcid.org/0000-0002-5570-4991"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sascha Schanze","raw_affiliation_strings":["Institute of Science Education, Leibniz University Hannover, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Science Education, Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055402344","display_name":"Ralph Ewerth","orcid":"https://orcid.org/0000-0003-0918-6297"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I2802635041","display_name":"Technische Informationsbibliothek (TIB)","ror":"https://ror.org/04aj4c181","country_code":"DE","type":"archive","lineage":["https://openalex.org/I2802635041","https://openalex.org/I315704651"]},{"id":"https://openalex.org/I4210136150","display_name":"L3S Research Center","ror":"https://ror.org/039t4wk02","country_code":"DE","type":"facility","lineage":["https://openalex.org/I114112103","https://openalex.org/I4210136150","https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ralph Ewerth","raw_affiliation_strings":["L3S Research Center, Leibniz University Hannover, Hannover, Germany","TIB \u2013 Leibniz Information Centre for Science and Technology, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"L3S Research Center, Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I4210136150","https://openalex.org/I114112103"]},{"raw_affiliation_string":"TIB \u2013 Leibniz Information Centre for Science and Technology, Hannover, Germany","institution_ids":["https://openalex.org/I2802635041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079937640","display_name":"Anett Hoppe","orcid":"https://orcid.org/0000-0002-1452-9509"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I2802635041","display_name":"Technische Informationsbibliothek (TIB)","ror":"https://ror.org/04aj4c181","country_code":"DE","type":"archive","lineage":["https://openalex.org/I2802635041","https://openalex.org/I315704651"]},{"id":"https://openalex.org/I4210136150","display_name":"L3S Research Center","ror":"https://ror.org/039t4wk02","country_code":"DE","type":"facility","lineage":["https://openalex.org/I114112103","https://openalex.org/I4210136150","https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anett Hoppe","raw_affiliation_strings":["L3S Research Center, Leibniz University Hannover, Hannover, Germany","TIB \u2013 Leibniz Information Centre for Science and Technology, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"L3S Research Center, Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I4210136150","https://openalex.org/I114112103"]},{"raw_affiliation_string":"TIB \u2013 Leibniz Information Centre for Science and Technology, Hannover, Germany","institution_ids":["https://openalex.org/I2802635041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080192576"],"corresponding_institution_ids":["https://openalex.org/I114112103","https://openalex.org/I4210136150"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":40.9002,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.99715817,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"35","issue":"4","first_page":"1631","last_page":"1694"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983000159263611,"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/T10162","display_name":"Online and Blended Learning","score":0.9907000064849854,"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/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9696999788284302,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.6795920729637146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6036110520362854},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.5524003505706787},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3314271569252014},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.20563340187072754},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1518937349319458}],"concepts":[{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.6795920729637146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6036110520362854},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5524003505706787},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3314271569252014},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.20563340187072754},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1518937349319458}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s40593-025-00481-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40593-025-00481-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40593-025-00481-x.pdf","source":{"id":"https://openalex.org/S171267539","display_name":"International Journal of Artificial Intelligence in Education","issn_l":"1560-4292","issn":["1560-4292","1560-4306"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Intelligence in Education","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s40593-025-00481-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40593-025-00481-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40593-025-00481-x.pdf","source":{"id":"https://openalex.org/S171267539","display_name":"International Journal of Artificial Intelligence in Education","issn_l":"1560-4292","issn":["1560-4292","1560-4306"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Intelligence in Education","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322379","display_name":"Gottfried Wilhelm Leibniz Universit\u00e4t Hannover","ror":"https://ror.org/0304hq317"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410582379.pdf","grobid_xml":"https://content.openalex.org/works/W4410582379.grobid-xml"},"referenced_works_count":287,"referenced_works":["https://openalex.org/W1485865314","https://openalex.org/W1508866654","https://openalex.org/W1551893649","https://openalex.org/W1610396673","https://openalex.org/W1966244487","https://openalex.org/W1993729533","https://openalex.org/W2006588281","https://openalex.org/W2051525497","https://openalex.org/W2054045882","https://openalex.org/W2085970550","https://openalex.org/W2096394886","https://openalex.org/W2103633679","https://openalex.org/W2126797747","https://openalex.org/W2137576942","https://openalex.org/W2140503925","https://openalex.org/W2151215842","https://openalex.org/W2153404373","https://openalex.org/W2168139785","https://openalex.org/W2176559309","https://openalex.org/W2184582886","https://openalex.org/W2224275207","https://openalex.org/W2283519076","https://openalex.org/W2292119222","https://openalex.org/W2294967437","https://openalex.org/W2295536046","https://openalex.org/W2308037342","https://openalex.org/W2314727511","https://openalex.org/W2331768158","https://openalex.org/W2336374274","https://openalex.org/W2337432518","https://openalex.org/W2339737456","https://openalex.org/W2342021199","https://openalex.org/W2343279363","https://openalex.org/W2345629847","https://openalex.org/W2345791777","https://openalex.org/W2401784080","https://openalex.org/W2412453891","https://openalex.org/W2415261556","https://openalex.org/W2462719949","https://openalex.org/W2473623996","https://openalex.org/W2490568603","https://openalex.org/W2497298878","https://openalex.org/W2519846609","https://openalex.org/W2522174944","https://openalex.org/W2532717157","https://openalex.org/W2559434432","https://openalex.org/W2561275501","https://openalex.org/W2569205436","https://openalex.org/W2570968993","https://openalex.org/W2573938855","https://openalex.org/W2575077354","https://openalex.org/W2588274903","https://openalex.org/W2588332591","https://openalex.org/W2589079890","https://openalex.org/W2592595583","https://openalex.org/W2592946357","https://openalex.org/W2594534801","https://openalex.org/W2598619133","https://openalex.org/W2605322295","https://openalex.org/W2605336171","https://openalex.org/W2606349533","https://openalex.org/W2609939088","https://openalex.org/W2614299672","https://openalex.org/W2617528380","https://openalex.org/W2621225142","https://openalex.org/W2686164835","https://openalex.org/W2693667622","https://openalex.org/W2729625181","https://openalex.org/W2738418014","https://openalex.org/W2739762742","https://openalex.org/W2741159488","https://openalex.org/W2753573378","https://openalex.org/W2760808399","https://openalex.org/W2765862016","https://openalex.org/W2766514629","https://openalex.org/W2767156303","https://openalex.org/W2767306820","https://openalex.org/W2769191776","https://openalex.org/W2769930862","https://openalex.org/W2771374430","https://openalex.org/W2771928885","https://openalex.org/W2772461387","https://openalex.org/W2774105319","https://openalex.org/W2774526117","https://openalex.org/W2778597801","https://openalex.org/W2781347793","https://openalex.org/W2782077584","https://openalex.org/W2783327662","https://openalex.org/W2789980854","https://openalex.org/W2791244486","https://openalex.org/W2792299441","https://openalex.org/W2792496964","https://openalex.org/W2793704454","https://openalex.org/W2793759113","https://openalex.org/W2795096792","https://openalex.org/W2796171214","https://openalex.org/W2796232768","https://openalex.org/W2798628246","https://openalex.org/W2798693834","https://openalex.org/W2803089144","https://openalex.org/W2803448799","https://openalex.org/W2803600934","https://openalex.org/W2804018654","https://openalex.org/W2804706283","https://openalex.org/W2804907381","https://openalex.org/W2805681779","https://openalex.org/W2805897144","https://openalex.org/W2806283251","https://openalex.org/W2808017532","https://openalex.org/W2808222882","https://openalex.org/W2808909528","https://openalex.org/W2809239264","https://openalex.org/W2809718161","https://openalex.org/W2810357177","https://openalex.org/W2864904232","https://openalex.org/W2879208731","https://openalex.org/W2879314991","https://openalex.org/W2881410837","https://openalex.org/W2883571958","https://openalex.org/W2885119347","https://openalex.org/W2885328197","https://openalex.org/W2886494683","https://openalex.org/W2887396144","https://openalex.org/W2887838051","https://openalex.org/W2889575407","https://openalex.org/W2890078101","https://openalex.org/W2890496411","https://openalex.org/W2890690023","https://openalex.org/W2891739508","https://openalex.org/W2893621778","https://openalex.org/W2894781703","https://openalex.org/W2895293674","https://openalex.org/W2895932636","https://openalex.org/W2896459014","https://openalex.org/W2897508016","https://openalex.org/W2897819733","https://openalex.org/W2900653063","https://openalex.org/W2900656510","https://openalex.org/W2900910356","https://openalex.org/W2902522414","https://openalex.org/W2904745016","https://openalex.org/W2905220684","https://openalex.org/W2907075328","https://openalex.org/W2909356126","https://openalex.org/W2914873543","https://openalex.org/W2915665352","https://openalex.org/W2915718329","https://openalex.org/W2916458717","https://openalex.org/W2918043029","https://openalex.org/W2919608238","https://openalex.org/W2920144834","https://openalex.org/W2921130677","https://openalex.org/W2921152887","https://openalex.org/W2928085096","https://openalex.org/W2940225149","https://openalex.org/W2941171376","https://openalex.org/W2941455075","https://openalex.org/W2942440896","https://openalex.org/W2942653420","https://openalex.org/W2942817286","https://openalex.org/W2943901660","https://openalex.org/W2946845909","https://openalex.org/W2947607649","https://openalex.org/W2948019282","https://openalex.org/W2951120320","https://openalex.org/W2951914034","https://openalex.org/W2952292837","https://openalex.org/W2952923627","https://openalex.org/W2953436475","https://openalex.org/W2953453579","https://openalex.org/W2954213796","https://openalex.org/W2958482258","https://openalex.org/W2960888412","https://openalex.org/W2964220785","https://openalex.org/W2964472742","https://openalex.org/W2964982818","https://openalex.org/W2965362349","https://openalex.org/W2965788994","https://openalex.org/W2966196579","https://openalex.org/W2966789163","https://openalex.org/W2969295151","https://openalex.org/W2970002852","https://openalex.org/W2972095621","https://openalex.org/W2973132490","https://openalex.org/W2975913310","https://openalex.org/W2976574401","https://openalex.org/W2980010743","https://openalex.org/W2980321099","https://openalex.org/W2980368761","https://openalex.org/W2980703536","https://openalex.org/W2981247148","https://openalex.org/W2982205828","https://openalex.org/W2986320069","https://openalex.org/W2987365482","https://openalex.org/W2990010426","https://openalex.org/W2996647092","https://openalex.org/W2999571914","https://openalex.org/W3002551113","https://openalex.org/W3003323935","https://openalex.org/W3004185412","https://openalex.org/W3004775711","https://openalex.org/W3004779550","https://openalex.org/W3005801539","https://openalex.org/W3005906039","https://openalex.org/W3006357952","https://openalex.org/W3009678925","https://openalex.org/W3010508297","https://openalex.org/W3011454165","https://openalex.org/W3012245936","https://openalex.org/W3013430890","https://openalex.org/W3013645943","https://openalex.org/W3016167467","https://openalex.org/W3020063080","https://openalex.org/W3021601330","https://openalex.org/W3024809093","https://openalex.org/W3028290902","https://openalex.org/W3030389278","https://openalex.org/W3031750803","https://openalex.org/W3036289436","https://openalex.org/W3038492887","https://openalex.org/W3038615796","https://openalex.org/W3038898808","https://openalex.org/W3039616064","https://openalex.org/W3041897035","https://openalex.org/W3041923358","https://openalex.org/W3043708092","https://openalex.org/W3043963952","https://openalex.org/W3047435191","https://openalex.org/W3047574972","https://openalex.org/W3080431393","https://openalex.org/W3081725549","https://openalex.org/W3083093402","https://openalex.org/W3083455169","https://openalex.org/W3093916383","https://openalex.org/W3093946403","https://openalex.org/W3094528225","https://openalex.org/W3095412165","https://openalex.org/W3095721108","https://openalex.org/W3097291590","https://openalex.org/W3104419962","https://openalex.org/W3106522248","https://openalex.org/W3109535616","https://openalex.org/W3111644016","https://openalex.org/W3113054435","https://openalex.org/W3116883514","https://openalex.org/W3118041515","https://openalex.org/W3118615836","https://openalex.org/W3121299982","https://openalex.org/W3123695642","https://openalex.org/W3126448921","https://openalex.org/W3128514872","https://openalex.org/W3129396123","https://openalex.org/W3135426137","https://openalex.org/W3135601400","https://openalex.org/W3137527232","https://openalex.org/W3139748718","https://openalex.org/W3153944411","https://openalex.org/W3154580428","https://openalex.org/W3159436194","https://openalex.org/W3159874712","https://openalex.org/W3160656687","https://openalex.org/W3160886298","https://openalex.org/W3162448193","https://openalex.org/W3163364365","https://openalex.org/W3165568247","https://openalex.org/W3169003817","https://openalex.org/W3169447043","https://openalex.org/W3180664904","https://openalex.org/W3184867049","https://openalex.org/W3185528032","https://openalex.org/W3193565613","https://openalex.org/W3199293259","https://openalex.org/W4210458358","https://openalex.org/W4234614886","https://openalex.org/W4237112997","https://openalex.org/W4246396572","https://openalex.org/W4249567969","https://openalex.org/W4250854350","https://openalex.org/W4312644484","https://openalex.org/W4324046706","https://openalex.org/W4388938306","https://openalex.org/W4402674253","https://openalex.org/W4403322707","https://openalex.org/W4403786828","https://openalex.org/W4403853618","https://openalex.org/W6778578998","https://openalex.org/W6925239276"],"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/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Abstract":[0],"People":[1],"increasingly":[2],"use":[3],"videos":[4,186],"on":[5,55,87,225,233],"the":[6,63,71,96,165,256],"Web":[7],"for":[8,12,41,62,159,255],"learning,":[9,26,147],"be":[10],"it":[11],"daily":[13],"tasks":[14,234],"in":[15,205,215],"formal":[16],"or":[17],"informal":[18],"educational":[19,260],"settings.":[20],"To":[21],"enhance":[22],"this":[23,45],"type":[24],"of":[25,70,145,258],"scientists":[27],"are":[28,169,212],"continuously":[29],"conducting":[30],"experiments,":[31,150],"proposing":[32],"guidelines,":[33],"analyzing":[34],"data,":[35],"and":[36,99,131,155,178,194,209,235,241],"researching":[37],"artificial":[38],"intelligence":[39],"methods":[40],"tool":[42,143],"development.":[43],"In":[44],"comprehensive":[46],"review,":[47],"we":[48,90,136,221],"analyze":[49],"257":[50],"articles":[51],"(using":[52],"PRISMA":[53],"guidelines)":[54],"video-based":[56,146,265],"learning":[57,80,160,184,230,248],"from":[58,65,190],"a":[59,92],"technological":[60],"perspective":[61],"period":[64],"2016":[66],"to":[67,74,238,246],"2021.":[68],"One":[69],"aims":[72],"is":[73,199],"identify":[75,137],"video":[76,97,192,227],"characteristics":[77,98,168,228],"that":[78,94,164,182,262],"support":[79,144,264],"as":[81],"explored":[82,167,201],"by":[83,173],"previous":[84],"research.":[85],"Based":[86],"our":[88],"analysis,":[89],"suggest":[91],"taxonomy":[93],"organizes":[95],"contextual":[100],"aspects":[101],"into":[102],"eight":[103],"categories:":[104],"(1)":[105,142],"audio":[106],"features,":[107,110,113,175],"(2)":[108,148],"visual":[109,174],"(3)":[111,151],"textual":[112,170],"(4)":[114,156],"instructor":[115],"behavior,":[116],"(5)":[117],"learners\u2019":[118,176],"activities":[119],"(play,":[120],"pause,":[121],"etc.),":[122,127],"(6)":[123],"interactive":[124,179,210],"features":[125,171,211],"(quizzes,":[126],"(7)":[128],"production":[129],"style,":[130],"(8)":[132],"instructional":[133],"design.":[134],"Also,":[135],"four":[138],"representative":[139],"methodological":[140],"approaches:":[141],"controlled":[149,216],"data":[152,206],"analysis":[153,207],"studies,":[154,208],"design":[157,243,257],"guidelines":[158],"videos.":[161,249],"We":[162],"find":[163],"most":[166],"followed":[172],"activities,":[177],"features.":[180],"Tools":[181],"aid":[183],"through":[185,202],"frequently":[187,213],"utilize":[188],"text":[189],"transcripts,":[191],"frames,":[193],"images.":[195],"The":[196],"learner\u2019s":[197],"activity":[198],"heavily":[200],"log":[203],"files":[204],"scrutinized":[214],"experiments.":[217],"As":[218],"further":[219],"contributions,":[220],"contrast":[222],"research":[223],"findings":[224,251],"how":[226],"affect":[229],"effectiveness,":[231],"report":[232],"technologies":[236],"used":[237],"develop":[239],"tools,":[240],"summarize":[242],"guideline":[244],"trends":[245],"produce":[247],"Our":[250],"provide":[252],"actionable":[253],"insights":[254],"intelligent":[259],"systems":[261],"better":[263],"learning.":[266]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":15}],"updated_date":"2026-04-22T08:38:42.863108","created_date":"2025-10-10T00:00:00"}