{"id":"W2123612222","doi":"10.1080/13597566.2013.765866","title":"The Politics of Representative Bureaucracy in Multilingual States: A Comparison of Belgium, Canada and Switzerland","year":2013,"lang":"en","type":"article","venue":"Regional & Federal Studies","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; University of Ottawa","funders":"","keywords":"Bureaucracy; Representation (politics); Politics; Public administration; Diversity (politics); Political science; Public service; Political economy; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001803507,0.0001707225,0.0003675039,0.002958134,0.008494122,0.005762129,0.0006724845,0.0006727694,0.002641796],"category_scores_gemma":[0.004599528,0.0001798446,0.000285136,0.004712463,0.005435822,0.0009033701,0.002351513,0.0009142512,0.0001254083],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06002641,"about_ca_system_score_gemma":0.0383594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9701623,"about_ca_topic_score_gemma":0.986553,"domain_scores_codex":[0.9959859,0.0007194761,0.00007827667,0.0002091244,0.0008772782,0.002129928],"domain_scores_gemma":[0.9974226,0.0004488514,0.0003519145,0.0000822844,0.0009078911,0.0007864639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008413935,0.0002072633,0.2935295,0.0002471075,0.0001691348,0.002195885,0.328653,0.004549034,0.003679398,0.2854041,0.00783012,0.0726941],"study_design_scores_gemma":[0.0000375791,0.00006520314,0.7423015,0.000184527,0.00006381827,0.0002521189,0.2044648,0.001747054,0.0007560917,0.002909967,0.04710971,0.0001076836],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723838,0.0006705683,0.0001708404,0.000939615,0.00001225114,0.00001366236,0.00008032504,0.00001235995,0.02571661],"genre_scores_gemma":[0.9986264,0.0001230418,0.00004405748,0.00004722064,0.000001537908,0.000004226568,0.00002837969,0.000004410235,0.001120848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9399736,"threshold_uncertainty_score":0.4355241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05545050828908337,"score_gpt":0.3861883080861717,"score_spread":0.3307377997970883,"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."}}