{"id":"W1986335590","doi":"10.1016/s1449-4035(02)70003-9","title":"The Changing Role of Consultants in Canadian Policy Analysis","year":2002,"lang":"en","type":"article","venue":"Policy and Society","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Outsourcing; Government (linguistics); Public policy; Public administration; Service (business); Business; Policy analysis; Economics; Public service; Public relations; Public economics; Marketing; Political science; Economic growth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031964,0.00005130516,0.0001049353,0.0002810134,0.0008871452,0.00008887195,0.0001695423,0.00007663009,0.00005767192],"category_scores_gemma":[0.001203404,0.00004229843,0.00007510673,0.003626812,0.0004737573,0.00008856794,0.00002389654,0.0001005914,0.000003355958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551169,"about_ca_system_score_gemma":0.001098658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8614274,"about_ca_topic_score_gemma":0.7529531,"domain_scores_codex":[0.9988273,0.000119596,0.0001354251,0.00009761903,0.0001978261,0.0006222085],"domain_scores_gemma":[0.9992474,0.0002597052,0.00003948322,0.00009893906,0.00006353691,0.0002909031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001095248,0.0000199258,0.01600373,0.000003715022,0.00009821329,5.491688e-7,0.1190713,0.000004390195,0.00002502866,0.8543031,0.0008030896,0.009665841],"study_design_scores_gemma":[0.0005477025,0.00003056619,0.09914406,0.00001374502,0.00004540943,0.000001127768,0.09972093,0.01295988,0.0001008356,0.01579498,0.7713337,0.0003070582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4937776,0.0006562935,0.000003890685,0.1141965,0.00002373742,0.0002293357,0.0001199721,0.0000231375,0.3909696],"genre_scores_gemma":[0.9942337,0.001458994,0.00001142387,0.0007811494,0.000206383,0.000007051668,0.000001460594,0.000002415943,0.00329737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8385081,"threshold_uncertainty_score":0.6823293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270648262758281,"score_gpt":0.3699806682848119,"score_spread":0.3372741856572291,"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."}}