{"id":"W3200769006","doi":"10.1111/capa.12428","title":"The public servant’s role in democracy","year":2021,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Democracy; Public servant; Political science; Public administration; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007003444,0.0001400858,0.000275454,0.001255459,0.007518511,0.006858605,0.0006226668,0.0009529564,0.007504398],"category_scores_gemma":[0.01018797,0.0001021217,0.0001903342,0.00170959,0.008605067,0.001845831,0.003212255,0.002077084,0.0004297272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01677083,"about_ca_system_score_gemma":0.02249382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3284498,"about_ca_topic_score_gemma":0.3905503,"domain_scores_codex":[0.9907044,0.005170671,0.0001893557,0.0002416669,0.001534944,0.002159054],"domain_scores_gemma":[0.9860508,0.004438563,0.002154601,0.0003751336,0.002276633,0.004704241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001629072,0.0002193508,0.2827671,0.0003279175,0.00004011477,0.0009497519,0.355907,0.0003653169,0.001141194,0.2694609,0.03218671,0.05647172],"study_design_scores_gemma":[0.0000273369,0.00008968505,0.1642701,0.000606801,0.00003747396,0.0003343858,0.6058634,0.0005528564,0.0005002586,0.01566954,0.2119987,0.00004951282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7464595,0.001554053,0.0006189439,0.05873682,0.0001910424,0.000043434,0.0002409063,0.000019735,0.1921356],"genre_scores_gemma":[0.9967027,0.0002177491,0.00005258533,0.0009206267,0.00002037391,0.000003364676,0.00001785783,0.000002745957,0.00206211],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3284498,"threshold_uncertainty_score":0.653076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03352963835384094,"score_gpt":0.3111719775615711,"score_spread":0.2776423392077302,"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."}}