{"id":"W7132903064","doi":"","title":"Excellence and Access for Ontario’s Higher Education System: How Universities Commit to Both","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commit; Higher education; Mandate; Excellence; Legitimacy; Politics; Commission","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":[0.008360932,0.0002689155,0.000450634,0.002669534,0.03035097,0.01839966,0.002394181,0.002535945,0.006913571],"category_scores_gemma":[0.02272001,0.0005225706,0.0004071937,0.005582487,0.01632694,0.007283832,0.009476157,0.001878097,0.0004420794],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1592649,"about_ca_system_score_gemma":0.1910643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9639781,"about_ca_topic_score_gemma":0.9808127,"domain_scores_codex":[0.9829893,0.003263375,0.000562567,0.0009477524,0.006845594,0.005391414],"domain_scores_gemma":[0.9742253,0.005096576,0.001971208,0.001172067,0.008040053,0.009494865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001010313,0.00006419988,0.09010278,0.0003048212,0.00004920728,0.001047666,0.6787465,0.0004707355,0.001274504,0.136999,0.02857095,0.06226866],"study_design_scores_gemma":[0.0000215739,0.00006043123,0.1257756,0.0002728339,0.00003220074,0.0001803386,0.5381892,0.000570618,0.0003317738,0.01019035,0.3242387,0.0001363298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7331324,0.001312356,0.002466038,0.04374403,0.000215151,0.0002214497,0.0004024103,0.00009433502,0.2184118],"genre_scores_gemma":[0.9791856,0.0003817928,0.0004976696,0.001075602,0.00002725658,0.00004261563,0.00007695587,0.00002985487,0.01868256],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8407351,"threshold_uncertainty_score":0.9751335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272322559975934,"score_gpt":0.391492903551619,"score_spread":0.3487696779518596,"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."}}