{"id":"W2161417473","doi":"10.1111/j.1467-8500.2011.00743.x","title":"The Australian Public Service and Policy Advising: Meeting the Challenges of 21st Century Governance","year":2011,"lang":"en","type":"article","venue":"Australian Journal of Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Centralisation; Public administration; Treasury; Cabinet (room); Commonwealth; Corporate governance; Politics; Public relations; Political science; Public service; Public policy; Business; Finance; Law; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0281222,0.0003714324,0.0005440527,0.002321797,0.01772093,0.01655836,0.002521786,0.007850287,0.007117677],"category_scores_gemma":[0.04027449,0.0004644354,0.0004036662,0.004729033,0.02052159,0.01444659,0.0130322,0.007938783,0.0007480372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02154641,"about_ca_system_score_gemma":0.06868336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09105545,"about_ca_topic_score_gemma":0.1026618,"domain_scores_codex":[0.9675396,0.02346782,0.0006687004,0.0008819655,0.003748177,0.003693704],"domain_scores_gemma":[0.9691353,0.0165554,0.00189802,0.001559648,0.003682835,0.007168678],"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":[0.00002578764,0.00008345616,0.005135398,0.0006248924,0.00002340437,0.001192559,0.2081314,0.000865964,0.0003464609,0.5944991,0.05020333,0.1388684],"study_design_scores_gemma":[0.0000109618,0.00005422392,0.009657618,0.0009093741,0.00001455671,0.0004355916,0.1521355,0.001211083,0.0001956307,0.1706565,0.6646538,0.00006527374],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08341546,0.009556009,0.009573244,0.75178,0.001368703,0.0001290238,0.00004695456,0.0001320341,0.1439986],"genre_scores_gemma":[0.9293616,0.006938023,0.009230442,0.02882531,0.000716402,0.0001582955,0.00003133086,0.0000521513,0.02468644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09105545,"threshold_uncertainty_score":0.1810509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589633624842664,"score_gpt":0.382771839147129,"score_spread":0.2238084766628626,"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."}}