{"id":"https://openalex.org/W7203893231","doi":"https://doi.org/10.48550/arxiv.2608.19812","title":"When Saying No Makes Better Videos: Designing Dual Gatekeeping for Pedagogically Grounded AI Content Creation","display_name":"When Saying No Makes Better Videos: Designing Dual Gatekeeping for Pedagogically Grounded AI Content Creation","publication_year":2026,"publication_date":"2026-08-20","ids":{"openalex":"https://openalex.org/W7203893231","doi":"https://doi.org/10.48550/arxiv.2608.19812"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.19812","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.19812","pdf_url":"https://arxiv.org/pdf/2608.19812","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.19812","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042671469","display_name":"Yearim Kim","orcid":"https://orcid.org/0000-0003-2940-743X","observed_orcids":["https://orcid.org/0000-0003-2940-743X"]},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]},{"id":"https://openalex.org/I4405259277","display_name":"Samsung Electronics (South Korea)","ror":"https://ror.org/020m7t761","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4405259277"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kim, Yearim","raw_affiliation_strings":["Seoul National University , Republic of Korea INJUN BAEK * ,","Seoul National University , Samsung Electronics , Republic of Korea NOJUN KWAK \u2020 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seoul National University , Republic of Korea INJUN BAEK * ,","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"Seoul National University , Samsung Electronics , Republic of Korea NOJUN KWAK \u2020 ,","institution_ids":["https://openalex.org/I139264467","https://openalex.org/I2250650973","https://openalex.org/I4405259277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015792080","display_name":"Injun Baek","orcid":"https://orcid.org/0009-0005-7386-1383","observed_orcids":["https://orcid.org/0009-0005-7386-1383"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Baek, Injun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5084897975","display_name":"Nojun Kwak","orcid":"https://orcid.org/0000-0002-1792-0327","observed_orcids":["https://orcid.org/0000-0002-1792-0327"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kwak, Nojun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9199000000953674,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.9199000000953674,"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/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.046799998730421066,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.005100000184029341,"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/gatekeeping","display_name":"gatekeeping","score":0.7369999885559082},{"id":"https://openalex.org/keywords/multimedia-learning-theory","display_name":"multimedia learning theory","score":0.7459999918937683},{"id":"https://openalex.org/keywords/instructional-coherence","display_name":"instructional coherence","score":0.7379999756813049},{"id":"https://openalex.org/keywords/automatic-evaluation-metrics","display_name":"automatic evaluation metrics","score":0.7310000061988831},{"id":"https://openalex.org/keywords/generative-artificial-intelligence-in-education","display_name":"generative AI in education","score":0.6959999799728394}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7014999985694885},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.6880000233650208},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5473999977111816},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4936000108718872},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.4810999929904938},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.4341000020503998},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.41200000047683716},{"id":"https://openalex.org/C73380752","wikidata":"https://www.wikidata.org/wiki/Q609087","display_name":"Gatekeeping","level":2,"score":0.41190001368522644},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.3831999897956848},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.37720000743865967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3702000081539154},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.3499000072479248},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32820001244544983},{"id":"https://openalex.org/C2776509796","wikidata":"https://www.wikidata.org/wiki/Q5276056","display_name":"Content creation","level":2,"score":0.31869998574256897},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.31310001015663147},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.30090001225471497},{"id":"https://openalex.org/C511192102","wikidata":"https://www.wikidata.org/wiki/Q5156948","display_name":"Comprehension","level":2,"score":0.29409998655319214},{"id":"https://openalex.org/C111640148","wikidata":"https://www.wikidata.org/wiki/Q847349","display_name":"Rubric","level":2,"score":0.2879999876022339},{"id":"https://openalex.org/C159456220","wikidata":"https://www.wikidata.org/wiki/Q667334","display_name":"Instructional design","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.28299999237060547},{"id":"https://openalex.org/C3019723476","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Electronic learning","level":3,"score":0.27219998836517334},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.26420000195503235},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.26159998774528503},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.2587999999523163}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2608.19812","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.19812","pdf_url":"https://arxiv.org/pdf/2608.19812","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2608.19812","doi":"https://doi.org/10.48550/arxiv.2608.19812","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.19812","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.19812","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.19812","pdf_url":"https://arxiv.org/pdf/2608.19812","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9235000014305115}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2947324332","display_name":null,"funder_award_id":"RS-2021II211343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320323890","display_name":"Korea Creative Content Agency","ror":"https://ror.org/036vyg793"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203893231.pdf","grobid_xml":"https://content.openalex.org/works/W7203893231.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W4390041933"],"related_works":["https://openalex.org/W7144206378","https://openalex.org/W7161395908","https://openalex.org/W7163881927","https://openalex.org/W7161133637","https://openalex.org/W7214013533","https://openalex.org/W7207550579","https://openalex.org/W7204907429","https://openalex.org/W7211947957","https://openalex.org/W7214702923","https://openalex.org/W7111482475"],"abstract_inverted_index":{"To":[0],"prevent":[1],"the":[2,40,109],"adoption":[3],"of":[4,21,66],"aesthetically":[5],"polished":[6],"but":[7,123],"pedagogically":[8],"flawed":[9],"AI":[10,32,68,119],"content,":[11],"we":[12],"study":[13,83],"a":[14,75,82],"video":[15],"authoring":[16],"pipeline":[17],"featuring":[18],"two":[19],"layers":[20,106],"structured":[22],"refusal.":[23],"The":[24],"first":[25],"layer":[26,56],"empowers":[27],"educators":[28,86],"to":[29,45],"iteratively":[30],"reshape":[31],"scripts":[33],"based":[34],"on":[35],"multimedia":[36],"learning":[37],"theory,":[38],"while":[39],"second":[41],"employs":[42],"automated":[43,91],"metrics":[44,92],"flag":[46],"violations":[47],"in":[48],"instructional":[49,111],"coherence":[50],"and":[51,90,100,117],"narrative-visual":[52],"synchronization.":[53],"While":[54],"neither":[55],"is":[57],"exhaustive,":[58],"their":[59],"synergy":[60],"ensures":[61],"that":[62,104,114],"principled":[63],"resistance--the":[64],"act":[65],"deferring":[67],"output":[69],"until":[70],"it":[71],"meets":[72],"rigorous":[73],"standards--becomes":[74],"catalyst":[76],"for":[77],"higher":[78],"quality.":[79],"Evaluation":[80],"combining":[81],"with":[84],"23":[85],"across":[87,93],"3":[88],"topics":[89,95],"7":[94],"drawn":[96],"from":[97],"established":[98],"science":[99],"philosophy":[101],"curricula":[102],"shows":[103],"both":[105],"independently":[107],"improve":[108],"same":[110],"dimensions,":[112],"suggesting":[113],"thoughtful":[115],"resistance":[116],"generative":[118],"are":[120],"not":[121],"opposites":[122],"partners.":[124]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-08-22T00:00:00"}
