{"id":"W2911256925","doi":"10.7202/1057134ar","title":"Faculty Associations Confront Accountability Governance in Ontario Universities","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council of Canada; Brock University","keywords":"Corporatization; Accountability; Autonomy; Corporate governance; Politics; Public administration; Political science; Ideology; Public relations; Sociology; Higher education; Neoliberalism (international relations); Management; Law; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003088198,0.00004401282,0.00009577764,0.00006642736,0.0001087762,0.00003488706,0.0001766949,0.00009565461,0.002794869],"category_scores_gemma":[0.00003101261,0.00004784164,0.00003532623,0.00009756788,0.0000830942,0.0003711073,0.000002627991,0.0002496715,0.00003041883],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007990386,"about_ca_system_score_gemma":0.0331615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9297778,"about_ca_topic_score_gemma":0.9820226,"domain_scores_codex":[0.9993644,0.00006406516,0.0001654721,0.00005489239,0.0001532855,0.0001978425],"domain_scores_gemma":[0.9992993,0.00004683094,0.0001786174,0.00005685115,0.0002005549,0.0002178254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001311132,0.00001052144,0.8548819,0.000001544025,0.000005714503,5.924094e-7,0.02862525,0.00001301134,9.300697e-7,0.08816707,0.02821478,0.00007733447],"study_design_scores_gemma":[0.00006253132,0.000005110544,0.5084028,0.00001142081,0.000004171141,3.700725e-7,0.005494945,1.323825e-7,7.642795e-7,0.001569468,0.4844162,0.00003204945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8825074,0.0003106836,7.156833e-7,0.003629576,0.003053661,0.00007091421,0.00002721619,0.000001856803,0.110398],"genre_scores_gemma":[0.8871345,0.000004090739,0.0000446292,0.0004054951,0.0002437192,3.90471e-7,0.000007409731,0.000002438753,0.1121573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4562014,"threshold_uncertainty_score":0.9981167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658984836236988,"score_gpt":0.3069479117386642,"score_spread":0.2803580633762943,"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."}}