{"id":"W2883754048","doi":"10.25071/1705-1436.12","title":"Becoming and Remaining an Independent Union: A Comparative Case Study of Two University Faculty Unions","year":2014,"lang":"en","type":"article","venue":"Just Labour","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Independence (probability theory); Work (physics); Political science; Public relations; Labour economics; Sociology; Economics; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008916065,0.00006326093,0.0001487424,0.00002999296,0.0008574318,0.00003918337,0.0001638332,0.00003802124,0.00002540463],"category_scores_gemma":[0.00004558873,0.00006199566,0.00001773141,0.0003766993,0.0001915914,0.0002845454,0.00006639339,0.00009277146,0.000001115949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006236385,"about_ca_system_score_gemma":0.00008834257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2683827,"about_ca_topic_score_gemma":0.5228544,"domain_scores_codex":[0.9988103,0.0004608293,0.00009794915,0.0001886759,0.0002721571,0.0001701103],"domain_scores_gemma":[0.9994477,0.00009561094,0.0001349375,0.00009523865,0.00009646705,0.0001300649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009958578,0.0002720985,0.1662597,0.000004719441,0.00001873102,0.000101044,0.7234628,0.0001293573,0.00002836903,0.1068723,0.0001146864,0.002726175],"study_design_scores_gemma":[0.0006374806,0.0001421366,0.09681202,0.000008092176,0.00001595026,0.000006616352,0.8966084,0.0001896983,0.000003886308,0.0002355449,0.005247209,0.00009293375],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961809,0.000006910519,0.00009101097,0.0003181644,0.00009684258,0.0001458381,0.0000128185,0.0000210916,0.003126433],"genre_scores_gemma":[0.9989136,0.000004440208,0.0001728066,0.00002998889,0.00008400378,5.698019e-7,6.428344e-7,0.000002095411,0.0007918127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2544717,"threshold_uncertainty_score":0.7364892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404453807327181,"score_gpt":0.4086363006571893,"score_spread":0.2681909199244712,"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."}}