{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01504155,0.0002553161,0.0004918463,0.001669231,0.05603455,0.01218565,0.002173137,0.004317567,0.005795703],"category_scores_gemma":[0.02830854,0.0006720924,0.0003890679,0.003922923,0.02576956,0.003469907,0.01312934,0.003734734,0.0003336663],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1623276,"about_ca_system_score_gemma":0.1765478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8601832,"about_ca_topic_score_gemma":0.9407107,"domain_scores_codex":[0.9715452,0.009414028,0.0008287679,0.001362215,0.006220435,0.01062934],"domain_scores_gemma":[0.9583247,0.01414549,0.006236555,0.001167997,0.005712226,0.01441313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001448114,0.0001039787,0.05943768,0.0001758013,0.0000305057,0.003464836,0.8303055,0.0006335341,0.001413011,0.06608406,0.01372844,0.02447785],"study_design_scores_gemma":[0.00002312963,0.00004919609,0.03234123,0.0001974457,0.00002219926,0.0002563814,0.7590152,0.0004140413,0.0004675115,0.006665652,0.2004738,0.00007418724],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725055,0.001321194,0.001000362,0.04345356,0.0002798513,0.00009649394,0.00005545357,0.00004162111,0.08124594],"genre_scores_gemma":[0.9886232,0.0002796858,0.0001457866,0.001569447,0.00004254473,0.0000173659,0.000009968649,0.00001088213,0.009301117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9439654,"threshold_uncertainty_score":0.9715812,"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."}}