{"id":"W3123987247","doi":"","title":"Wild Numbers: Getting Better Fiscal Accountability in Canada’s Municipalities","year":2018,"lang":"en","type":"article","venue":"C.D. Howe Institute Commentary","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taxpayer; Accountability; Capital expenditure; Fiscal year; Business; Accounting; Operating budget; Quality (philosophy); Finance; Public economics; Economics; Political science","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0004423532,0.0001379403,0.0001799236,0.0000473652,0.0006250156,0.00006650379,0.000469341,0.00006634973,0.0004028818],"category_scores_gemma":[0.0001214087,0.0001564875,0.00004310661,0.0002165379,0.0007737894,0.0006445065,0.0001080977,0.0002422039,0.00001820397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002563737,"about_ca_system_score_gemma":0.001603787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997977,"about_ca_topic_score_gemma":0.9999796,"domain_scores_codex":[0.998401,0.0001334453,0.0002665838,0.0002475568,0.0003404999,0.0006108756],"domain_scores_gemma":[0.9992654,0.0001159186,0.00007905238,0.0003121154,0.0000335882,0.0001939015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002843977,0.0000348978,0.1747162,0.00001514227,0.00001957061,0.00004286119,0.02417562,0.000004855936,0.000004332222,0.003810902,0.7906233,0.006523836],"study_design_scores_gemma":[0.0002603,0.00001016294,0.04145329,0.00006162468,0.000005546915,0.000001482328,0.006667078,0.00001583397,0.00004058562,0.0006978736,0.9505788,0.0002073923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8410723,0.00007799091,0.000003316519,0.1317793,0.001044616,0.0001713379,0.000190625,0.0000205812,0.02563993],"genre_scores_gemma":[0.8942604,0.00002659535,0.0001133711,0.1039145,0.001099262,0.00001340595,0.00001620334,0.000008362444,0.0005478994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1599555,"threshold_uncertainty_score":0.6704082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03090722546972636,"score_gpt":0.2984916574792355,"score_spread":0.2675844320095092,"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."}}