{"id":"W7132908545","doi":"","title":"Rethinking the System of Credentials Awarded by Ontario's Colleges of Applied Arts & Technology","year":2013,"lang":"en","type":"article","venue":"TSpace","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Applied arts; The arts; Work (physics); Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03842264,0.0002651547,0.0008096529,0.005669771,0.01173168,0.01913257,0.004173642,0.00571888,0.01676889],"category_scores_gemma":[0.08818571,0.001336534,0.0009289529,0.007069216,0.00826782,0.004332843,0.00393162,0.006448518,0.003105423],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1016778,"about_ca_system_score_gemma":0.1814194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8966182,"about_ca_topic_score_gemma":0.9511797,"domain_scores_codex":[0.9624563,0.005974855,0.002267564,0.003496249,0.01835854,0.007446497],"domain_scores_gemma":[0.8855305,0.02559295,0.003591356,0.008070566,0.06330788,0.01390674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003179264,0.0002385062,0.06234726,0.0002307373,0.00008195051,0.0001809003,0.006592094,0.004579812,0.004088639,0.4935224,0.3048134,0.1230063],"study_design_scores_gemma":[0.0005163794,0.0002794864,0.2760979,0.000705643,0.0001995457,0.0001100818,0.006867487,0.01311211,0.004400783,0.05661906,0.6404561,0.000635405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2329789,0.001616405,0.02389834,0.2264733,0.003134625,0.001258064,0.008203013,0.001428271,0.5010091],"genre_scores_gemma":[0.8264854,0.0007247165,0.01628732,0.01654738,0.0005479775,0.0003658202,0.001214926,0.0003493275,0.1374771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8983222,"threshold_uncertainty_score":0.7377273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05623118279430246,"score_gpt":0.2839882348299683,"score_spread":0.2277570520356658,"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."}}