{"id":"W2886193707","doi":"10.24908/pceea.v0i0.10617","title":"CLASSROOM ON DEMAND: FAST AND FRESH VIDEO CONTENT GENERATOR","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pace; Class (philosophy); Multimedia; Computer science; Video on demand; On demand; Generator (circuit theory); Artificial intelligence; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025726,0.0007486788,0.0006778945,0.001658082,0.0003544903,0.001193627,0.001637436,0.000697149,0.02698125],"category_scores_gemma":[0.003491846,0.0003881399,0.0002983382,0.0007227166,0.0002570018,0.001066239,0.00172818,0.0005589784,0.006917474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005921235,"about_ca_system_score_gemma":0.0004813699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624686,"about_ca_topic_score_gemma":0.001169744,"domain_scores_codex":[0.999493,0.00007497508,0.00003768557,0.0001622967,0.0001647495,0.00006730196],"domain_scores_gemma":[0.9978198,0.0008149972,0.00006348179,0.0004619815,0.0004815567,0.0003581738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003561264,0.001655327,0.01271121,0.0004381121,0.0001170491,0.001403598,0.0005752455,0.008732061,0.09933377,0.003213829,0.1122033,0.7560553],"study_design_scores_gemma":[0.002027795,0.001371949,0.01284945,0.00007989103,0.0001028576,0.001238091,0.0005214039,0.6240426,0.2562611,0.005933135,0.09535577,0.0002160124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1482549,0.0003202888,0.4539135,0.0006938281,0.0005594431,0.003838744,0.01344282,0.3597386,0.01923789],"genre_scores_gemma":[0.7069861,0.0002063978,0.2311719,0.0004712918,0.0002726884,0.002000275,0.02140576,0.01269342,0.0247922],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02698125,"threshold_uncertainty_score":0.09026122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008612346699844791,"score_gpt":0.2081670330417078,"score_spread":0.199554686341863,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}