{"id":"W3083174750","doi":"","title":"Demand for and Impact of Performance Audits on Public Administration in Kazakhstan","year":2020,"lang":"en","type":"article","venue":"ScholarWorks (Walden University)","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Employment and Social Development Canada; Federal Transit Administration; National Indigenous Australians Agency; Office of Human Development Services","keywords":"Audit; Administration (probate law); Business; Public economics; Political science; Economics; Accounting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004438809,0.0001356325,0.0002678761,0.001222575,0.004011474,0.003511126,0.0004706945,0.0005455909,0.0026717],"category_scores_gemma":[0.01623561,0.0003580055,0.0001620889,0.002420483,0.002246451,0.001382053,0.001868052,0.001034108,0.0003419065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006354998,"about_ca_system_score_gemma":0.007471099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02022823,"about_ca_topic_score_gemma":0.03009366,"domain_scores_codex":[0.993205,0.003555601,0.0005264395,0.0002950826,0.001319121,0.001098904],"domain_scores_gemma":[0.9717072,0.0129849,0.00943832,0.001149213,0.002726854,0.00199351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002974301,0.000315216,0.4978584,0.0005804077,0.00003228249,0.00309738,0.4011534,0.001124121,0.003572521,0.008057698,0.004746223,0.0791648],"study_design_scores_gemma":[0.000007842438,0.000181232,0.4151228,0.0002411667,0.00001512166,0.0009156148,0.5539984,0.0008256932,0.0008360008,0.001345461,0.02644561,0.00006506389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958852,0.0001558012,0.0001352052,0.001085307,0.000007631751,0.000008775626,0.0000619249,0.000009433684,0.00265073],"genre_scores_gemma":[0.9993348,0.0001270168,0.00006431276,0.00008278424,0.000006108223,0.000007012764,0.00002454085,0.0000022173,0.0003512331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02022823,"threshold_uncertainty_score":0.04610896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04581077883394139,"score_gpt":0.2823389252777201,"score_spread":0.2365281464437788,"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."}}