{"id":"W4389038618","doi":"10.1111/capa.12543","title":"Regulating the wild west? Management consulting reform in Canadian government","year":2023,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Simon Fraser University","funders":"","keywords":"Government (linguistics); Public administration; Politics; Business; Credentialing; Public relations; Regulatory reform; Quality (philosophy); Public policy; Political science; 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":[0.01055672,0.0002238142,0.0004692383,0.003226772,0.03110745,0.0126747,0.002972688,0.004730239,0.006238308],"category_scores_gemma":[0.02482106,0.0004655999,0.0003169269,0.008268798,0.01300513,0.003345052,0.003958557,0.004127513,0.000314015],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.3043,"about_ca_system_score_gemma":0.3805647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9906895,"about_ca_topic_score_gemma":0.9950658,"domain_scores_codex":[0.9836972,0.003006465,0.0003119036,0.0008794469,0.004167902,0.007937037],"domain_scores_gemma":[0.9789944,0.005971129,0.001459698,0.0006965316,0.007678489,0.005199665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001769346,0.0001762439,0.03171594,0.0004006906,0.00003879223,0.001891093,0.1061241,0.002034091,0.001903076,0.6483177,0.1007952,0.1064262],"study_design_scores_gemma":[0.00009192907,0.0001000306,0.08209933,0.0007212496,0.00006313873,0.0002919625,0.2330821,0.00350285,0.001129219,0.02328568,0.6553892,0.0002432828],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4493195,0.006577695,0.001264388,0.3208616,0.0003797449,0.0002021419,0.0002451615,0.00009799541,0.2210518],"genre_scores_gemma":[0.9677971,0.001454282,0.000674703,0.01438412,0.00004708553,0.00003496714,0.000043341,0.00001503548,0.0155494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6957,"threshold_uncertainty_score":0.8069134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05183250548996969,"score_gpt":0.3445972766805516,"score_spread":0.2927647711905819,"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."}}