{"id":"W4309757283","doi":"10.1111/capa.12501","title":"Policy shops, hired guns, and gatekeepers: The organization and distribution of policy analysts in Ontario","year":2022,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Toronto Metropolitan University","funders":"","keywords":"Staffing; Distribution (mathematics); Order (exchange); Work (physics); Government (linguistics); Politics; Public policy; Public relations; Business; Organizational structure; Service (business); Public administration; Political science; Marketing; Engineering; 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":[0.001420468,0.0002232281,0.000278223,0.004356126,0.007781593,0.003159474,0.001279745,0.000628548,0.005371169],"category_scores_gemma":[0.0064061,0.000636294,0.0001853696,0.005905571,0.004044309,0.001037187,0.0029835,0.0006904365,0.0004312186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05721241,"about_ca_system_score_gemma":0.07126202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9767716,"about_ca_topic_score_gemma":0.9915828,"domain_scores_codex":[0.9978137,0.0002753969,0.00009361227,0.0002638159,0.0006667196,0.0008867356],"domain_scores_gemma":[0.9906793,0.001308159,0.002187774,0.0003122393,0.002399683,0.00311286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002167126,0.00008702021,0.7508842,0.0001487867,0.00002774202,0.0006750137,0.1958688,0.0002627463,0.001710404,0.004111486,0.007994534,0.03801251],"study_design_scores_gemma":[0.000006471198,0.00003162531,0.8169842,0.00008113532,0.000009032273,0.0000926902,0.1610011,0.0004272476,0.0001734385,0.0003742436,0.02078243,0.00003644188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900987,0.0002405328,0.0002376473,0.001190354,0.00001280896,0.00005215094,0.0005818682,0.00001714554,0.007568791],"genre_scores_gemma":[0.9933112,0.0003781023,0.0002834281,0.0001111575,0.00000591304,0.00002609364,0.0002244784,0.00001228947,0.00564738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05721241,"threshold_uncertainty_score":0.4151071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943765635096952,"score_gpt":0.3110597584408079,"score_spread":0.2816221020898384,"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."}}