{"id":"W1553272800","doi":"10.1111/capa.12027","title":"Explaining the use of planning consultants in<scp>O</scp>ntario cities","year":2013,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for International Governance Innovation; University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Phenomenon; Business; Public relations; Functionalism (philosophy of mind); Urban planning; Marketing; Political science; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003825343,0.0002049143,0.0001793316,0.001573152,0.003699909,0.002828803,0.0009992708,0.0008457582,0.006870995],"category_scores_gemma":[0.01775493,0.0003101604,0.0001391704,0.002650155,0.002250064,0.001056011,0.0021466,0.0007409179,0.0004173587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009381067,"about_ca_system_score_gemma":0.01231851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2637172,"about_ca_topic_score_gemma":0.4109612,"domain_scores_codex":[0.9960231,0.002154462,0.0001330383,0.0002299684,0.0007193969,0.0007400974],"domain_scores_gemma":[0.9814229,0.008428703,0.004101273,0.0007225045,0.002581278,0.002743415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009722183,0.0002635482,0.5837788,0.0003223039,0.00004221398,0.003177916,0.3145576,0.001908603,0.001790619,0.01459773,0.01893459,0.06052894],"study_design_scores_gemma":[0.00002744016,0.00008597418,0.3017314,0.0004334619,0.00003457414,0.0006465034,0.6244201,0.004638933,0.0008563537,0.002182762,0.06486589,0.0000766345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840502,0.0001859753,0.0007649427,0.002435804,0.00001622282,0.00003987522,0.00007109144,0.00002803414,0.01240791],"genre_scores_gemma":[0.9980351,0.0001332456,0.0004971241,0.0001027756,0.000003276868,0.0000132496,0.00002974391,0.000005428455,0.001180033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7362828,"threshold_uncertainty_score":0.5243644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1624801793953236,"score_gpt":0.3525939428518096,"score_spread":0.190113763456486,"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."}}