{"id":"W3139419245","doi":"10.47678/cjhe.vi0.188989","title":"Sessional Contract Faculty, Unionization, and Academic Freedom","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; McMaster University","funders":"Brock University","keywords":"Academic freedom; Collective bargaining; Freedom of association; Unit (ring theory); Union density; Political science; Freedom of contract; Law and economics; Labour economics; Law; Higher education; Sociology; Economics; Psychology; Mathematics education; Human rights","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":[],"consensus_categories":[],"category_scores_codex":[0.004683505,0.0001034695,0.0002541278,0.00128071,0.006843385,0.003674703,0.001077106,0.000998013,0.01585971],"category_scores_gemma":[0.01891049,0.0001777043,0.0003133361,0.001935292,0.008040022,0.001550293,0.003752077,0.00139898,0.0006170233],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0152581,"about_ca_system_score_gemma":0.02314266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.170333,"about_ca_topic_score_gemma":0.3795061,"domain_scores_codex":[0.9926674,0.001205382,0.0002824121,0.0003428648,0.002576275,0.00292567],"domain_scores_gemma":[0.9818023,0.004093836,0.005085645,0.00099824,0.001578565,0.006441518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005169911,0.0004315231,0.6596272,0.0001655373,0.00007994088,0.0004366745,0.0196276,0.003265005,0.002896123,0.2304666,0.005579251,0.07690755],"study_design_scores_gemma":[0.00005032025,0.0002210623,0.9140413,0.00016194,0.00003078419,0.0001391895,0.02292801,0.001282166,0.0009369095,0.02082616,0.039325,0.00005709285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145496,0.0004580931,0.002137393,0.002965836,0.00003165935,0.00005390704,0.0001517971,0.00003004266,0.07962174],"genre_scores_gemma":[0.9941084,0.00008028629,0.0001374392,0.0001177189,0.0000133574,0.00001277003,0.00003303702,0.00000412565,0.005492768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9847419,"threshold_uncertainty_score":0.3386832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05634065433752136,"score_gpt":0.4084957059203853,"score_spread":0.352155051582864,"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."}}