{"id":"https://openalex.org/W4388341358","doi":"https://doi.org/10.1007/s10758-023-09697-z","title":"Predictive Video Analytics in Online Courses: A Systematic Literature Review","display_name":"Predictive Video Analytics in Online Courses: A Systematic Literature Review","publication_year":2023,"publication_date":"2023-11-04","ids":{"openalex":"https://openalex.org/W4388341358","doi":"https://doi.org/10.1007/s10758-023-09697-z"},"language":"en","primary_location":{"id":"doi:10.1007/s10758-023-09697-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10758-023-09697-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11511/106139","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070696065","display_name":"Ozan Ra\u015fit Y\u00fcr\u00fcm","orcid":"https://orcid.org/0000-0001-9254-7633"},"institutions":[{"id":"https://openalex.org/I120217413","display_name":"Izmir Institute of Technology","ror":"https://ror.org/03stptj97","country_code":"TR","type":"education","lineage":["https://openalex.org/I120217413"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Ozan Ra\u015fit Y\u00fcr\u00fcm","raw_affiliation_strings":["Distance Education Application and Research Center, \u0130zmir Institute of Technology, \u0130zmir, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-9254-7633","affiliations":[{"raw_affiliation_string":"Distance Education Application and Research Center, \u0130zmir Institute of Technology, \u0130zmir, Turkey","institution_ids":["https://openalex.org/I120217413"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064355568","display_name":"Tu\u011fba Ta\u015fkaya Temizel","orcid":"https://orcid.org/0000-0001-7387-8621"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tu\u011fba Ta\u015fkaya-Temizel","raw_affiliation_strings":["Department of Data Informatics, Middle East Technical University, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-7387-8621","affiliations":[{"raw_affiliation_string":"Department of Data Informatics, Middle East Technical University, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068311145","display_name":"Soner Y\u0131ld\u0131r\u0131m","orcid":"https://orcid.org/0000-0002-3167-2112"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Soner Y\u0131ld\u0131r\u0131m","raw_affiliation_strings":["Department of Computer Education and Instructional Technology, Middle East Technical University, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-3167-2112","affiliations":[{"raw_affiliation_string":"Department of Computer Education and Instructional Technology, Middle East Technical University, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070696065"],"corresponding_institution_ids":["https://openalex.org/I120217413"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":null,"fwci":0.2266,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.52755906,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"29","issue":"4","first_page":"1907","last_page":"1937"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9722999930381775,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.945900022983551,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.7090602517127991},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6503559947013855},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6295226216316223},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.5748080611228943},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.5299832820892334},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5220327377319336},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.49422791600227356},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.48554059863090515},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4502635598182678},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4169735312461853},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41264456510543823},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35767269134521484},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3357425332069397},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.09232214093208313}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7090602517127991},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6503559947013855},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6295226216316223},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.5748080611228943},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.5299832820892334},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5220327377319336},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.49422791600227356},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.48554059863090515},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4502635598182678},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4169735312461853},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41264456510543823},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35767269134521484},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3357425332069397},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.09232214093208313},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10758-023-09697-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10758-023-09697-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","raw_type":"journal-article"},{"id":"pmh:oai:gcris.iyte.edu.tr:11147/14133","is_oa":false,"landing_page_url":"https://hdl.handle.net/11147/14133","pdf_url":null,"source":{"id":"https://openalex.org/S4306400894","display_name":"\u0130YTE (\u0130ZM\u0130R Y\u00dcKSEK TEKNOLOJ\u0130 ENST\u0130T\u00dcS\u00dc)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I120217413","host_organization_name":"Izmir Institute of Technology","host_organization_lineage":["https://openalex.org/I120217413"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Review"},{"id":"pmh:oai:https://open.metu.edu.tr:11511/106139","is_oa":true,"landing_page_url":"https://hdl.handle.net/11511/106139","pdf_url":null,"source":{"id":"https://openalex.org/S4306402495","display_name":"OpenMETU (Middle East Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201799495","host_organization_name":"Middle East Technical University","host_organization_lineage":["https://openalex.org/I201799495"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:https://open.metu.edu.tr:11511/106139","is_oa":true,"landing_page_url":"https://hdl.handle.net/11511/106139","pdf_url":null,"source":{"id":"https://openalex.org/S4306402495","display_name":"OpenMETU (Middle East Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201799495","host_organization_name":"Middle East Technical University","host_organization_lineage":["https://openalex.org/I201799495"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5199999809265137,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":139,"referenced_works":["https://openalex.org/W904241462","https://openalex.org/W1492355514","https://openalex.org/W1562033606","https://openalex.org/W1936943080","https://openalex.org/W1969298821","https://openalex.org/W1976273386","https://openalex.org/W1997116422","https://openalex.org/W2019955851","https://openalex.org/W2022337613","https://openalex.org/W2044825029","https://openalex.org/W2099903890","https://openalex.org/W2136260021","https://openalex.org/W2157386113","https://openalex.org/W2161072671","https://openalex.org/W2165219826","https://openalex.org/W2222612072","https://openalex.org/W2250880511","https://openalex.org/W2285453998","https://openalex.org/W2339737456","https://openalex.org/W2378505114","https://openalex.org/W2412453891","https://openalex.org/W2461216901","https://openalex.org/W2507965868","https://openalex.org/W2521269231","https://openalex.org/W2529456000","https://openalex.org/W2546314413","https://openalex.org/W2563185281","https://openalex.org/W2587424710","https://openalex.org/W2600720769","https://openalex.org/W2602387228","https://openalex.org/W2607294868","https://openalex.org/W2611285220","https://openalex.org/W2611316995","https://openalex.org/W2612657834","https://openalex.org/W2614250878","https://openalex.org/W2734708507","https://openalex.org/W2752520386","https://openalex.org/W2767609682","https://openalex.org/W2770411332","https://openalex.org/W2783156456","https://openalex.org/W2788239866","https://openalex.org/W2794838930","https://openalex.org/W2798534264","https://openalex.org/W2800205097","https://openalex.org/W2804302410","https://openalex.org/W2804728440","https://openalex.org/W2806245267","https://openalex.org/W2890544186","https://openalex.org/W2894135568","https://openalex.org/W2896786305","https://openalex.org/W2898172420","https://openalex.org/W2899211549","https://openalex.org/W2900539242","https://openalex.org/W2902284010","https://openalex.org/W2904341466","https://openalex.org/W2904841690","https://openalex.org/W2904980464","https://openalex.org/W2905464284","https://openalex.org/W2906445487","https://openalex.org/W2909913588","https://openalex.org/W2910811057","https://openalex.org/W2913219845","https://openalex.org/W2917142152","https://openalex.org/W2936260620","https://openalex.org/W2945991725","https://openalex.org/W2949139916","https://openalex.org/W2954124294","https://openalex.org/W2962708485","https://openalex.org/W2973160110","https://openalex.org/W2979909647","https://openalex.org/W2982205828","https://openalex.org/W2991396638","https://openalex.org/W2995727062","https://openalex.org/W2996906684","https://openalex.org/W2997240483","https://openalex.org/W2999309192","https://openalex.org/W2999582224","https://openalex.org/W3004474768","https://openalex.org/W3004775711","https://openalex.org/W3010799168","https://openalex.org/W3012005299","https://openalex.org/W3012369629","https://openalex.org/W3013602125","https://openalex.org/W3018730172","https://openalex.org/W3033604406","https://openalex.org/W3034085418","https://openalex.org/W3038615796","https://openalex.org/W3038898808","https://openalex.org/W3039616064","https://openalex.org/W3041649336","https://openalex.org/W3042743974","https://openalex.org/W3047639701","https://openalex.org/W3048632235","https://openalex.org/W3084353210","https://openalex.org/W3087302936","https://openalex.org/W3095875374","https://openalex.org/W3096634384","https://openalex.org/W3097495877","https://openalex.org/W3107054502","https://openalex.org/W3110978944","https://openalex.org/W3118164373","https://openalex.org/W3118453399","https://openalex.org/W3132717803","https://openalex.org/W3153516629","https://openalex.org/W3159561353","https://openalex.org/W3163777542","https://openalex.org/W3168178829","https://openalex.org/W3186962934","https://openalex.org/W3193933289","https://openalex.org/W3209670306","https://openalex.org/W3217771583","https://openalex.org/W4205611805","https://openalex.org/W4210323138","https://openalex.org/W4213209796","https://openalex.org/W4214609141","https://openalex.org/W4214655579","https://openalex.org/W4220754741","https://openalex.org/W4225304496","https://openalex.org/W4226305084","https://openalex.org/W4254735793","https://openalex.org/W4256341643","https://openalex.org/W4280592718","https://openalex.org/W4281612174","https://openalex.org/W4285124897","https://openalex.org/W4285782924","https://openalex.org/W4288059442","https://openalex.org/W4289518666","https://openalex.org/W4300314719","https://openalex.org/W4300439530","https://openalex.org/W4307257834","https://openalex.org/W4307820631","https://openalex.org/W4308215969","https://openalex.org/W4308262346","https://openalex.org/W4311994624","https://openalex.org/W4312214343","https://openalex.org/W4319310937","https://openalex.org/W4321441906","https://openalex.org/W4381736190","https://openalex.org/W7058191253"],"related_works":["https://openalex.org/W3122673936","https://openalex.org/W1987827786","https://openalex.org/W2504091800","https://openalex.org/W4367360465","https://openalex.org/W2331775400","https://openalex.org/W2768832457","https://openalex.org/W2570647323","https://openalex.org/W605203981","https://openalex.org/W2560130217","https://openalex.org/W4213011574"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}