{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005680224,0.0001859073,0.0002236457,0.001095321,0.002166972,0.005341128,0.0005653907,0.0009181197,0.005134861],"category_scores_gemma":[0.02538303,0.0003102559,0.0002438056,0.001194357,0.00276009,0.005720914,0.002537098,0.001240851,0.0006374108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004467924,"about_ca_system_score_gemma":0.006773503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03870451,"about_ca_topic_score_gemma":0.04811651,"domain_scores_codex":[0.9933515,0.003334178,0.0004799959,0.0004506189,0.001390887,0.0009928072],"domain_scores_gemma":[0.9782073,0.004745632,0.009350163,0.001693078,0.003923773,0.002080109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000448157,0.0001971162,0.5723083,0.001398846,0.000247254,0.003353778,0.1735305,0.001986966,0.002774563,0.04971453,0.02218557,0.1718545],"study_design_scores_gemma":[0.00004307147,0.0002143098,0.5486816,0.001808183,0.0001634534,0.001273347,0.2735217,0.003005046,0.001999984,0.01174068,0.1573236,0.0002250143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449893,0.0016762,0.001516984,0.01299378,0.00007757391,0.0001026785,0.0003461431,0.00005234037,0.03824499],"genre_scores_gemma":[0.9970276,0.0003727697,0.0003095292,0.0003046229,0.00001142596,0.00000922546,0.00005191734,0.000006153551,0.001906743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03870451,"threshold_uncertainty_score":0.07695848,"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."}}