{"id":"W4386032957","doi":"10.1111/irj.12410","title":"Status quo among fragmentation and consolidation: Public dispute resolution agencies in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Industrial Relations Journal","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Saskatchewan","funders":"","keywords":"Consolidation (business); Status quo; Legislature; Austerity; Dispute resolution; Public sector; Public administration; Christian ministry; Political science; Fragmentation (computing); Business; Law; Accounting; Politics","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":[0.0008269988,0.00006609733,0.00008514928,0.0002344782,0.001176743,0.0002741526,0.00007704453,0.0001151898,0.0007548846],"category_scores_gemma":[0.0006685952,0.00006656571,0.0000195235,0.0007652643,0.0001120215,0.0007296362,0.00002520452,0.0004676126,0.000002555311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001795403,"about_ca_system_score_gemma":0.004962343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9647598,"about_ca_topic_score_gemma":0.9988821,"domain_scores_codex":[0.9985765,0.0002328604,0.0003130427,0.000110087,0.000439754,0.0003277624],"domain_scores_gemma":[0.9993093,0.0001659898,0.0001554702,0.0000600115,0.0001116077,0.0001975908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008378836,0.00001622017,0.9106165,2.759994e-7,0.00002548905,0.00001890359,0.007074537,0.001041074,0.000008536255,0.04719489,0.02979923,0.004195988],"study_design_scores_gemma":[0.0005908037,0.00001315285,0.7688298,0.00001776701,0.000009827482,0.000001117227,0.007503735,0.0001716273,0.000001239285,0.001070347,0.221714,0.00007658976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873903,0.00002701818,0.00005478459,0.004628624,0.0009959762,0.0001814729,0.00001704061,0.00002116716,0.006683658],"genre_scores_gemma":[0.9944693,0.0001032881,0.0000452019,0.00006818232,0.0002527617,0.000008523606,0.00004927122,0.000005021683,0.004998449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919148,"threshold_uncertainty_score":0.9050677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08339412921880318,"score_gpt":0.2958130547421797,"score_spread":0.2124189255233765,"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."}}