{"id":"https://openalex.org/W4404604719","doi":"https://doi.org/10.1093/oso/9780198882077.003.0020","title":"Classification of Instructional Activities in Classroom Videos Using Neural Networks","display_name":"Classification of Instructional Activities in Classroom Videos Using Neural Networks","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4404604719","doi":"https://doi.org/10.1093/oso/9780198882077.003.0020"},"language":"en","primary_location":{"id":"doi:10.1093/oso/9780198882077.003.0020","doi":"https://doi.org/10.1093/oso/9780198882077.003.0020","is_oa":true,"landing_page_url":"https://doi.org/10.1093/oso/9780198882077.003.0020","pdf_url":null,"source":{"id":"https://openalex.org/S4306463708","display_name":"Oxford University Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"ebook platform"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Uses of Artificial Intelligence in STEM Education","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4404605449","display_name":"Uses of Artificial Intelligence in STEM Education"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1093/oso/9780198882077.003.0020","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101864640","display_name":"Jonathan K. Foster","orcid":"https://orcid.org/0000-0002-7842-6277","observed_orcids":["https://orcid.org/0000-0002-7842-6277"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jonathan K. Foster","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041300663","display_name":"Matthew Korban","orcid":"https://orcid.org/0009-0008-4610-9390","observed_orcids":["https://orcid.org/0009-0008-4610-9390"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matthew Korban","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081562360","display_name":"Peter A. Youngs","orcid":"https://orcid.org/0000-0002-1711-1749","observed_orcids":["https://orcid.org/0000-0002-1711-1749"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peter Youngs","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ginger S. Watson","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ginger S. Watson","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5034452294","display_name":"Scott T. Acton","orcid":"https://orcid.org/0000-0003-3288-1255","observed_orcids":["https://orcid.org/0000-0003-3288-1255"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Scott T. Acton","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0568,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90354823,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"439","last_page":"466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.3416000008583069,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.3416000008583069,"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":0.20810000598430634,"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/T11039","display_name":"Evaluation of Teaching Practices","score":0.09030000120401382,"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/classroom-video-analysis","display_name":"classroom video analysis","score":0.8220000267028809},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.6790000200271606},{"id":"https://openalex.org/keywords/teaching-quality","display_name":"teaching quality","score":0.7739999890327454}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6582843065261841},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6254950761795044},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5403945446014404},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4986691474914551},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4621603488922119},{"id":"https://openalex.org/C70789860","wikidata":"https://www.wikidata.org/wiki/Q2018526","display_name":"The arts","level":2,"score":0.41414177417755127},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.37689343094825745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3286106586456299},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17703577876091003},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.06271356344223022},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1093/oso/9780198882077.003.0020","doi":"https://doi.org/10.1093/oso/9780198882077.003.0020","is_oa":true,"landing_page_url":"https://doi.org/10.1093/oso/9780198882077.003.0020","pdf_url":null,"source":{"id":"https://openalex.org/S4306463708","display_name":"Oxford University Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"ebook platform"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Uses of Artificial Intelligence in STEM Education","raw_type":"book-chapter"},{"id":"pmh:oai:digitalcommons.odu.edu:vmasc_pubs-1135","doi":null,"is_oa":true,"landing_page_url":"https://digitalcommons.odu.edu/vmasc_pubs/134","pdf_url":null,"source":{"id":"https://openalex.org/S4377196314","display_name":"ODU Digital Commons (Old Dominion University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I81365321","host_organization_name":"Old Dominion University","host_organization_lineage":["https://openalex.org/I81365321"],"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":"VMASC Publications","raw_type":"bookchapter"}],"best_oa_location":{"id":"doi:10.1093/oso/9780198882077.003.0020","doi":"https://doi.org/10.1093/oso/9780198882077.003.0020","is_oa":true,"landing_page_url":"https://doi.org/10.1093/oso/9780198882077.003.0020","pdf_url":null,"source":{"id":"https://openalex.org/S4306463708","display_name":"Oxford University Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"ebook platform"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Uses of Artificial Intelligence in STEM Education","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9901999831199646}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W338401067","https://openalex.org/W426833333","https://openalex.org/W611983019","https://openalex.org/W767037412","https://openalex.org/W831168156","https://openalex.org/W1488076994","https://openalex.org/W1516271783","https://openalex.org/W1526703352","https://openalex.org/W1593934207","https://openalex.org/W1897120590","https://openalex.org/W1899755636","https://openalex.org/W1927052826","https://openalex.org/W1973418305","https://openalex.org/W2068258779","https://openalex.org/W2070808135","https://openalex.org/W2075997786","https://openalex.org/W2080472970","https://openalex.org/W2135361344","https://openalex.org/W2139094065","https://openalex.org/W2160053845","https://openalex.org/W2164814387","https://openalex.org/W2196560568","https://openalex.org/W2224490722","https://openalex.org/W2336403884","https://openalex.org/W2337155942","https://openalex.org/W2610981181","https://openalex.org/W2763420860","https://openalex.org/W2795763997","https://openalex.org/W2809787282","https://openalex.org/W2900954299","https://openalex.org/W2991396237","https://openalex.org/W2998702159","https://openalex.org/W3016049873","https://openalex.org/W3017131514","https://openalex.org/W3036668896","https://openalex.org/W3049411219","https://openalex.org/W3092848027","https://openalex.org/W3107283966","https://openalex.org/W3123496887","https://openalex.org/W3128826581","https://openalex.org/W3133271749","https://openalex.org/W3135827315","https://openalex.org/W3155435295","https://openalex.org/W3167848613","https://openalex.org/W3179019763","https://openalex.org/W3193423840","https://openalex.org/W3196493418","https://openalex.org/W3208686870","https://openalex.org/W3214338716","https://openalex.org/W4200463057","https://openalex.org/W4205948992","https://openalex.org/W4206780588","https://openalex.org/W4213301225","https://openalex.org/W4229056760","https://openalex.org/W4283780197","https://openalex.org/W4296369454"],"related_works":["https://openalex.org/W4390950161","https://openalex.org/W4383219146","https://openalex.org/W3027880923","https://openalex.org/W4402962825","https://openalex.org/W4405429434","https://openalex.org/W4391048059","https://openalex.org/W4416183368","https://openalex.org/W3136172173","https://openalex.org/W4416932168","https://openalex.org/W4214882178"],"abstract_inverted_index":{"Abstract":[0],"Classroom":[1],"videos":[2],"have":[3,48],"become":[4],"an":[5],"integral":[6],"part":[7],"of":[8,34,36,58,66,83,113],"classroom":[9,37,75,123],"observation":[10],"and":[11,19,27,93,119,131],"instructional":[12,72,107],"quality":[13],"studies.":[14],"Researchers":[15],"encounter":[16],"substantial":[17],"financial":[18],"time-consuming":[20],"costs":[21],"gathering":[22],"trained":[23],"personnel":[24],"to":[25,50],"catalogue":[26],"analyze":[28],"a":[29,81,110],"large":[30],"quantity":[31],"(i.e.,":[32],"hundreds":[33],"hours)":[35],"videos.":[38,61,76],"In":[39],"this":[40],"chapter,":[41],"we":[42],"argue":[43],"that":[44,101],"deep-learning":[45],"neural":[46,68,104,126],"networks":[47,69,105,127],"potential":[49,117],"help":[51],"with":[52,109,125],"these":[53],"tasks":[54],"by":[55],"detecting":[56,71],"features":[57],"instruction":[59],"in":[60,70,74,121],"We":[62,115],"evaluated":[63],"the":[64,102],"performance":[65],"three":[67,103],"activities":[73,108],"The":[77],"video":[78],"dataset":[79],"included":[80],"total":[82],"forty-six":[84],"hours,":[85],"which":[86],"was":[87],"evenly":[88],"split":[89],"between":[90],"elementary":[91],"mathematics":[92],"English":[94],"language":[95],"arts":[96],"lesson":[97],"recordings.":[98],"Results":[99],"showed":[100],"detected":[106],"moderate":[111],"degree":[112],"accuracy.":[114],"discuss":[116],"opportunities":[118],"challenges":[120],"automating":[122],"observations":[124],"for":[128],"educational":[129],"research":[130],"teaching":[132],"practice.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2024-11-22T00:00:00"}
