{"id":"W2244825190","doi":"","title":"The Evolving Roles of Learner and Instructor","year":2011,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":[0.03262988,0.0005288238,0.0006198103,0.002519652,0.004583177,0.01646192,0.003536705,0.004116074,0.0162723],"category_scores_gemma":[0.0376045,0.0005310721,0.000350781,0.001155136,0.01276319,0.01913407,0.008623717,0.005618163,0.004377203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005029567,"about_ca_system_score_gemma":0.00884292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003289035,"about_ca_topic_score_gemma":0.008682788,"domain_scores_codex":[0.9795921,0.01127706,0.0007609839,0.00253755,0.004719848,0.001112321],"domain_scores_gemma":[0.9420382,0.02438194,0.001821229,0.002537234,0.01447519,0.01474618],"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":[0.0001669956,0.0006170603,0.01980372,0.0004588228,0.00004113941,0.0002196109,0.06660818,0.0002735837,0.002464774,0.301798,0.05037038,0.5571777],"study_design_scores_gemma":[0.00005966656,0.0003472322,0.0244886,0.001406005,0.00004744384,0.0008035127,0.1234766,0.001754369,0.001945497,0.09366753,0.7518446,0.0001589617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2462251,0.03421811,0.06676185,0.3128928,0.009365227,0.0001362617,0.0003241809,0.000705787,0.3293707],"genre_scores_gemma":[0.8756707,0.008386003,0.01623438,0.01663802,0.00215332,0.0001703655,0.0001156591,0.0004014129,0.08023015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03262988,"threshold_uncertainty_score":0.1725653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280490836908885,"score_gpt":0.335454406165267,"score_spread":0.2074053224743785,"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."}}