{"id":"W4399841942","doi":"10.1515/9781772127652-004","title":"3 / Canada’s Arts Graduate Education Problem","year":2024,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"The arts; Sociology; Mathematics education; Visual arts; Psychology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002536075,0.0005049755,0.0005398534,0.001564132,0.02097795,0.008969232,0.002652732,0.01186181,0.06760056],"category_scores_gemma":[0.005632444,0.0004902423,0.0006048252,0.002310042,0.006701051,0.003312917,0.003545198,0.01164689,0.00784238],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04772781,"about_ca_system_score_gemma":0.1118736,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9450857,"about_ca_topic_score_gemma":0.9745958,"domain_scores_codex":[0.996192,0.0002836203,0.00005651909,0.0003886801,0.001130627,0.001948486],"domain_scores_gemma":[0.9965293,0.0005406914,0.00006050552,0.0001533225,0.001230989,0.001485299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000139559,0.00002589765,0.0003517908,0.00002563184,0.000002757402,0.0001112661,0.001177515,0.00008920612,0.00004714871,0.475449,0.5027881,0.01991782],"study_design_scores_gemma":[0.00001516142,0.000004720728,0.00104913,0.0001043752,0.000003694379,0.00007986501,0.002287857,0.0001033449,0.00007474692,0.02458761,0.9716779,0.00001166491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003870944,0.002242916,0.0005552146,0.1421251,0.001712114,0.00003813026,0.0002753455,0.00007428909,0.849106],"genre_scores_gemma":[0.06548887,0.001520725,0.0006628488,0.05785908,0.0006296097,0.00005902918,0.000156207,0.0001174539,0.8735062],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9522722,"threshold_uncertainty_score":0.3462911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.057532696556963,"score_gpt":0.2333785505777247,"score_spread":0.1758458540207617,"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."}}