{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002594314,0.00005280315,0.00009180295,0.0001273749,0.0001677658,0.00004975939,0.0001113097,0.00006224411,0.00009865777],"category_scores_gemma":[0.00009366027,0.00005966266,0.00003482364,0.0002879795,0.00005091258,0.0004609132,0.00002421718,0.0000918032,0.000006716298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887896,"about_ca_system_score_gemma":0.0002759333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001974976,"about_ca_topic_score_gemma":0.0006119153,"domain_scores_codex":[0.999526,0.00004160004,0.00008799696,0.0001376814,0.00006984832,0.0001368276],"domain_scores_gemma":[0.9996853,0.00004287235,0.00005891784,0.00004415378,0.00004033739,0.0001284556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001160889,0.0001763512,0.7165499,0.00007511886,0.0000872688,0.00001659262,0.01646644,0.0002979227,0.0002052668,0.09081694,0.0007199367,0.1734274],"study_design_scores_gemma":[0.002905481,0.0008772032,0.7174515,0.0001002897,0.00002155517,8.957308e-7,0.007489152,0.001383868,0.0001038993,0.0001553,0.2690869,0.0004240309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826362,0.00001015548,0.0002653748,0.002732707,0.00004534449,0.0001750336,0.000004911039,0.00001494552,0.01411533],"genre_scores_gemma":[0.9988474,0.0001171924,0.0001263111,0.0000598552,0.00002956361,5.176723e-7,0.000004188142,0.000002755882,0.0008122679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.268367,"threshold_uncertainty_score":0.2432973,"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."}}