{"id":"W4385407938","doi":"10.5430/afr.v12n3p46","title":"Malaysian Local Authorities: Are They Transparent?","year":2023,"lang":"en","type":"article","venue":"Accounting and Finance Research","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Business; Stewardship (theology); Agency (philosophy); Information asymmetry; Local community; Accounting; Public relations; Political science; Finance; Law; Politics; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003641053,0.00007297575,0.0001165148,0.0001229445,0.001232242,0.000309754,0.0003453756,0.0001064876,0.00007041739],"category_scores_gemma":[0.0001712588,0.00006936418,0.00003031075,0.0008275071,0.0004586806,0.0003689938,0.00008653963,0.000286351,0.0001539256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005747776,"about_ca_system_score_gemma":0.0001099358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009081434,"about_ca_topic_score_gemma":0.007030506,"domain_scores_codex":[0.9978627,0.0001614085,0.0001211768,0.0002551508,0.0009124131,0.0006871265],"domain_scores_gemma":[0.9992589,0.0003836524,0.00003762736,0.0001382739,0.0001273944,0.00005417328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005273639,0.00008110893,0.4337199,0.0002428059,0.0000330392,0.00006260722,0.07321891,0.00006736068,0.00004131745,0.301929,0.02215856,0.1683927],"study_design_scores_gemma":[0.000301915,0.00004526715,0.1559016,0.0002180191,0.000004978916,7.197119e-7,0.2160931,0.001901448,0.00002948801,0.01765572,0.6075835,0.0002642261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308595,0.0004555456,0.00001997256,0.01340213,0.0001839403,0.0001484274,0.00001201351,0.0001292866,0.0547892],"genre_scores_gemma":[0.9894749,0.002936613,0.00001872448,0.00005916611,0.0003795559,0.00002777115,0.000004588554,0.00001026553,0.007088451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.585425,"threshold_uncertainty_score":0.9975172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162389101804353,"score_gpt":0.4042066563181119,"score_spread":0.2879677461376766,"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."}}