{"id":"W2787988542","doi":"10.3968/10090","title":"PEDAGOGY AND IMPACT OF GIFMIS ADOPTION AS A TOOL FOR PUBLIC FINANCE MANAGEMENT","year":2018,"lang":"en","type":"article","venue":"Canadian social science","topic":"European Monetary and Fiscal Policies","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Accountability; Financial management; Government (linguistics); Finance; Business; Public finance; Language change; Public sector; Accounting; Economics; Public economics; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004791061,0.0002824986,0.0003233776,0.001107816,0.0009510919,0.002287937,0.0005061224,0.0006786298,0.003435719],"category_scores_gemma":[0.01248221,0.0002086595,0.0002541082,0.0007744852,0.001114788,0.001509196,0.001969225,0.001704155,0.0003887519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002371983,"about_ca_system_score_gemma":0.004524444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001828187,"about_ca_topic_score_gemma":0.004113764,"domain_scores_codex":[0.9965087,0.001893418,0.000115768,0.0002215359,0.0008815089,0.0003790186],"domain_scores_gemma":[0.9916342,0.00490096,0.0009689516,0.0002890396,0.000727693,0.001479076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003344294,0.02552252,0.1472315,0.001410588,0.00003613454,0.001052465,0.1092341,0.001111321,0.00740881,0.02163876,0.007066675,0.6779526],"study_design_scores_gemma":[0.0003848098,0.01648238,0.5401078,0.005062894,0.0002438189,0.0008713867,0.2262232,0.006107575,0.01718925,0.01429069,0.1728198,0.0002164605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754626,0.0004036653,0.002049407,0.002568687,0.00008397247,0.000300756,0.00003794897,0.00006207812,0.01903096],"genre_scores_gemma":[0.9866211,0.0008552955,0.007710109,0.0003822146,0.00002734725,0.0002492874,0.00002673215,0.000007405841,0.004120557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004791061,"threshold_uncertainty_score":0.02533787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041904219965503,"score_gpt":0.2707760354488575,"score_spread":0.2288718154833545,"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."}}