{"id":"W7097759927","doi":"","title":"Published by: The Higher Education Quality Council of Ontario","year":2015,"lang":"en","type":"article","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Quality (philosophy); Government (linguistics); Quality assurance","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00166267,0.0005008915,0.0007075368,0.001290344,0.004527774,0.009013977,0.0006557751,0.001761363,0.3121808],"category_scores_gemma":[0.006672764,0.0005124889,0.0002994016,0.004063878,0.001384689,0.00199906,0.001519608,0.001359697,0.1137346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02650964,"about_ca_system_score_gemma":0.07689572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8404738,"about_ca_topic_score_gemma":0.9176445,"domain_scores_codex":[0.997841,0.0000827703,0.0001174354,0.0002316693,0.001377544,0.0003495461],"domain_scores_gemma":[0.9887308,0.0003964556,0.0005044417,0.0008113318,0.00750369,0.002053242],"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":[0.00002911058,0.000008676135,0.001492127,0.0001938644,0.000005185551,0.00003459249,0.0002700073,0.00004298045,0.0002062985,0.00573887,0.9387857,0.05319253],"study_design_scores_gemma":[0.000004166605,0.000004278385,0.004132499,0.00006666899,0.000001761896,0.000008847417,0.0001621854,0.00002903215,0.00004368296,0.0001284871,0.9954126,0.00000574895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004236395,0.008513807,0.0008360908,0.03007876,0.004936861,0.00025498,0.02022788,0.0006329794,0.9302821],"genre_scores_gemma":[0.007295736,0.001735234,0.0003257095,0.0004811302,0.00008027927,0.00002034671,0.001506038,0.0001310824,0.9884244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8404738,"threshold_uncertainty_score":0.9810907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315304031658041,"score_gpt":0.3617568050837255,"score_spread":0.2302264019179214,"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."}}