{"id":"W2599928961","doi":"10.1177/0160449x17697442","title":"Revitalizing Union Representation through Labor Education Initiatives: A Close Examination of Two Trade Unions in Quebec","year":2017,"lang":"en","type":"article","venue":"Labor Studies Journal","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Trade union; Representation (politics); Political science; Focus group; Economic growth; Public administration; Labour economics; Politics; Sociology; Economics; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001283876,0.0001105811,0.0002380435,0.0001305483,0.001928496,0.0002378251,0.0002793762,0.000052632,0.00002652816],"category_scores_gemma":[0.001664383,0.00009906136,0.00005305648,0.0003983867,0.0004147617,0.00195719,0.00006197587,0.0001983211,6.021021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003171423,"about_ca_system_score_gemma":0.0005124939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02606031,"about_ca_topic_score_gemma":0.153104,"domain_scores_codex":[0.9980477,0.0007353981,0.0004323626,0.000171578,0.0003829793,0.0002299447],"domain_scores_gemma":[0.9983651,0.0001675413,0.0007023608,0.00023689,0.0004703293,0.00005776004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009306966,0.0002930983,0.04589532,0.00001787065,0.00009506061,0.000005879373,0.1675613,0.000009888301,0.0004312259,0.7461251,0.0005419799,0.03901395],"study_design_scores_gemma":[0.0007047048,0.0000409134,0.841634,0.0003514019,0.00003862896,0.000001027217,0.1263604,0.000002824627,0.0002379545,0.0136711,0.01683595,0.0001211494],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680009,0.002317191,0.00006414898,0.01408247,0.001116546,0.0002994078,0.00002724037,0.00001619339,0.01407589],"genre_scores_gemma":[0.9898088,0.007867717,0.0006690227,0.0003333602,0.000443659,0.00001906575,0.000006841279,0.000009861128,0.0008416484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7957386,"threshold_uncertainty_score":0.9993709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06852341352651034,"score_gpt":0.4375475637296698,"score_spread":0.3690241502031595,"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."}}