{"id":"W1907507383","doi":"10.58188/1941-8043.1496","title":"Bargaining for Contract Academic Staff at English Canadian Universities","year":2015,"lang":"en","type":"article","venue":"Journal of Collective Bargaining in the Academy","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Collective bargaining; Labour economics; Business; Public relations; Economics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005091023,0.0001238252,0.0002617188,0.0003990802,0.0008538784,0.00007569525,0.0006895884,0.0002331929,0.00004561171],"category_scores_gemma":[0.001989008,0.000096815,0.00009939745,0.0006916944,0.0001768115,0.0005722929,0.00003786041,0.000809559,8.517979e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00296628,"about_ca_system_score_gemma":0.004525191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01049329,"about_ca_topic_score_gemma":0.02631372,"domain_scores_codex":[0.9978729,0.000543609,0.0003821579,0.0001258932,0.0005479236,0.0005274522],"domain_scores_gemma":[0.9976388,0.001032067,0.0003662154,0.00006243242,0.0005466435,0.0003538438],"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":[0.0003936531,0.00005017268,0.01256514,0.000001689483,0.0001643654,0.00002958551,0.5200871,0.0006662151,0.00005201005,0.4147177,0.05015821,0.001114179],"study_design_scores_gemma":[0.002438191,0.0003177393,0.0139552,0.00008368277,0.00006836227,0.000009210633,0.3482409,0.00009840822,0.00006507097,0.02722831,0.6072744,0.0002204982],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.682326,0.001118469,0.0001327853,0.00638599,0.0007481975,0.0007354135,0.00006010122,0.00002245599,0.3084707],"genre_scores_gemma":[0.9944212,0.0001363294,0.0002011601,0.001939608,0.0008635537,0.000007789971,0.000001173932,0.0000137336,0.002415444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5571162,"threshold_uncertainty_score":0.9960959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0530622666046973,"score_gpt":0.3325476422769553,"score_spread":0.279485375672258,"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."}}