{"id":"W4405099173","doi":"10.22215/etd/2024-16207","title":"Performance Measurement in the Public Universities in the Province of Ontario, Canada","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Library science; Geography; Public administration; Computer science","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":[0.004873498,0.0003322423,0.0004606856,0.001811491,0.009900737,0.004436521,0.001751579,0.000632111,0.002407321],"category_scores_gemma":[0.01268576,0.0004258673,0.0003138192,0.008014666,0.004146029,0.001170469,0.002033356,0.0009617323,0.0001976341],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1655423,"about_ca_system_score_gemma":0.2713143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9931023,"about_ca_topic_score_gemma":0.9959304,"domain_scores_codex":[0.9919357,0.001275173,0.0002977094,0.0006005032,0.003485251,0.002405636],"domain_scores_gemma":[0.9760497,0.003633769,0.003281157,0.0007003687,0.01097546,0.005359548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003953647,0.0003427376,0.5529442,0.001899012,0.0001182792,0.001760281,0.1283945,0.002737954,0.003918636,0.03329588,0.02549942,0.2486936],"study_design_scores_gemma":[0.00002717923,0.0001520175,0.8086101,0.0006005467,0.00003781647,0.000200165,0.09920634,0.001624115,0.0008837969,0.001287604,0.08724797,0.0001222698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202025,0.004112881,0.002390194,0.01168342,0.0001066933,0.0003956724,0.001384889,0.0001053123,0.05961843],"genre_scores_gemma":[0.9908573,0.001481133,0.001357063,0.0003093927,0.00001350288,0.00005831229,0.0002439942,0.00001422716,0.00566495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8344576,"threshold_uncertainty_score":0.9678526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406225270700838,"score_gpt":0.3849137622424474,"score_spread":0.2442912351723636,"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."}}