{"id":"W7132951991","doi":"","title":"Rethinking the system of credentials awarded by Ontario&apos;s colleges of applied arts and technology","year":2012,"lang":"en","type":"other","venue":"TSpace","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credential; Mandate; Workforce; Credentialing; Apprenticeship; Liberal arts education; Higher education; Associate degree","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":[0.01052176,0.000220209,0.000215849,0.004261734,0.01100293,0.008025113,0.001921509,0.001609672,0.006322694],"category_scores_gemma":[0.03409364,0.0004024902,0.0003288967,0.005399574,0.005246513,0.002231786,0.003254857,0.001869187,0.001012591],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09027939,"about_ca_system_score_gemma":0.1781601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9446584,"about_ca_topic_score_gemma":0.9819393,"domain_scores_codex":[0.9852387,0.001528749,0.0005989195,0.0009062543,0.008558643,0.0031687],"domain_scores_gemma":[0.9617117,0.004444635,0.001738837,0.002367754,0.0209267,0.008810445],"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":[0.0003206243,0.0001662108,0.1663654,0.0003229114,0.00004108043,0.0007532656,0.01726483,0.002679827,0.005798465,0.271282,0.196854,0.3381512],"study_design_scores_gemma":[0.0001330268,0.0001504339,0.2382074,0.0003601055,0.00004531653,0.0001874971,0.009976513,0.002757468,0.001836026,0.008727786,0.7374086,0.0002098393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3432263,0.002144837,0.01160622,0.1020126,0.002068043,0.0008776097,0.002708877,0.0006141861,0.5347413],"genre_scores_gemma":[0.8713031,0.001070062,0.01318266,0.00642359,0.0002445604,0.0001598898,0.0009065591,0.0001509451,0.1065587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9446584,"threshold_uncertainty_score":0.6550258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850459717592576,"score_gpt":0.2969200936833321,"score_spread":0.2684154965074063,"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."}}