{"id":"W2269748611","doi":"10.2139/ssrn.696122","title":"Creating Simple and Downloadable Lecture and Course Videos","year":2005,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Course (navigation); Simple (philosophy); Computer science; World Wide Web; Multimedia; Data science; Computer graphics (images); Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009995217,0.001048559,0.0004229985,0.00165887,0.0005921885,0.001692769,0.001583674,0.0008672841,0.140569],"category_scores_gemma":[0.004610465,0.0003925264,0.0007341107,0.0007435261,0.0001882255,0.002067636,0.002153294,0.0007511568,0.04686066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002976368,"about_ca_system_score_gemma":0.0007137395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006316557,"about_ca_topic_score_gemma":0.002106396,"domain_scores_codex":[0.999427,0.0000837159,0.00002945118,0.00009957107,0.0002840013,0.00007635115],"domain_scores_gemma":[0.9972699,0.001167553,0.000117134,0.0004721655,0.0004184827,0.0005547649],"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":[0.0002370353,0.001674411,0.001912651,0.0005404954,0.00002268253,0.000472464,0.0007296298,0.0009558438,0.04993636,0.002001634,0.1109468,0.83057],"study_design_scores_gemma":[0.000676411,0.00163127,0.02910466,0.000493054,0.0002269521,0.001762128,0.002743193,0.01273283,0.1148048,0.0143026,0.8212015,0.0003205862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1580894,0.0005248134,0.4312235,0.001538813,0.001802054,0.006789227,0.01210089,0.0594798,0.3284515],"genre_scores_gemma":[0.1573896,0.0009503824,0.5447721,0.000541381,0.000505961,0.003156415,0.01164703,0.007669417,0.2733678],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.140569,"threshold_uncertainty_score":0.4702502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005963007594507965,"score_gpt":0.2882474862012255,"score_spread":0.2822844786067176,"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."}}