{"id":"W4411612880","doi":"10.1111/capa.70018","title":"Unequal by Design: Ministerial Policy Roles in the Canadian Executive, 2015‐2021","year":2025,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cabinet (room); Mandate; Legislature; Salience (neuroscience); Prestige; Public administration; Executive branch; Political science; Salient; Portfolio; Public relations; Economics; Psychology; Law; Finance","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":[0.008919654,0.0002118947,0.0004838633,0.002249467,0.00818949,0.004931921,0.001460279,0.0006499428,0.01075843],"category_scores_gemma":[0.03196017,0.0002652632,0.0003302406,0.005214738,0.003036488,0.001052714,0.003227713,0.001473077,0.0005829286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07156554,"about_ca_system_score_gemma":0.09665995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.977161,"about_ca_topic_score_gemma":0.9929311,"domain_scores_codex":[0.987983,0.001683532,0.000372038,0.0008496553,0.004350391,0.004761303],"domain_scores_gemma":[0.9829174,0.002736754,0.003730445,0.0009331664,0.005039399,0.004642915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004602664,0.000142629,0.7648185,0.0002246525,0.0001156047,0.0001927892,0.05718635,0.0008503555,0.0005910377,0.03781133,0.0450234,0.09258306],"study_design_scores_gemma":[0.00001918845,0.00002877439,0.9100698,0.0001217543,0.00002367608,0.00002658703,0.03046198,0.0003714619,0.000194438,0.001086871,0.05755888,0.00003653852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8647615,0.001621994,0.0007747595,0.01251885,0.0001307528,0.000214006,0.00536983,0.00005716617,0.114551],"genre_scores_gemma":[0.9883267,0.0002369929,0.0002240103,0.000350555,0.00001662445,0.0000469724,0.0006457123,0.0000146277,0.01013778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07156554,"threshold_uncertainty_score":0.5192468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05109422748966259,"score_gpt":0.3656323457885758,"score_spread":0.3145381182989132,"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."}}