{"id":"W2248976868","doi":"","title":"The evolution of the EdMedia Protege program at Simon Fraser University","year":2014,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003931444,0.0001415443,0.0001763013,0.000213947,0.000741075,0.00003815599,0.0006308212,0.0001881201,0.0001077174],"category_scores_gemma":[0.002109332,0.00009687196,0.00004913393,0.0008793593,0.002900959,0.0001205117,0.0001165771,0.0003195176,0.00003224198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529908,"about_ca_system_score_gemma":0.0009459814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000213369,"about_ca_topic_score_gemma":0.02333742,"domain_scores_codex":[0.9985185,0.0001734609,0.0001953128,0.0002863398,0.0004608603,0.0003655856],"domain_scores_gemma":[0.9978707,0.001183709,0.0001884882,0.0003407518,0.0002623585,0.0001539977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002005091,0.0001296945,0.04937139,0.000007758763,0.00001106715,3.82094e-7,0.0008509637,1.752461e-7,0.00002725727,0.9195808,0.003570054,0.02643043],"study_design_scores_gemma":[0.000427656,0.0001242614,0.04239008,0.00008142312,0.00002589849,7.236025e-7,0.00252983,0.00006734194,0.00032003,0.8685219,0.08530534,0.0002054708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2387496,0.0004548673,0.0000175106,0.6952932,0.004428749,0.001351688,0.0000263535,0.0001878668,0.05949011],"genre_scores_gemma":[0.9951085,0.0001632438,0.00009069881,0.0000606337,0.0005415484,0.0000763984,0.000008588273,0.000007551712,0.003942771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7563589,"threshold_uncertainty_score":0.9998126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680130160132802,"score_gpt":0.2540332493464557,"score_spread":0.2372319477451276,"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."}}