{"id":"W4206458159","doi":"10.5430/ijba.v13n1p1","title":"Transparency in the Municipal Public Management: An Evaluation of Rio Grande do Sul State’s Municipalities","year":2022,"lang":"en","type":"article","venue":"International Journal of Business Administration","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); State (computer science); Index (typography); Business; Descriptive statistics; Accounting; Public administration; Computer science; Statistics; Political science; Computer security; Mathematics","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":[0.008691659,0.0000705245,0.0001185067,0.0003882274,0.000219874,0.0001500326,0.00135282,0.00004426949,0.0007348767],"category_scores_gemma":[0.0004334878,0.00006150817,0.00005768107,0.0005048045,0.0001651119,0.0009859733,0.00005733232,0.0003426178,7.656886e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002860132,"about_ca_system_score_gemma":0.0007557641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009350549,"about_ca_topic_score_gemma":0.002160675,"domain_scores_codex":[0.9942583,0.001328683,0.0005915927,0.000105829,0.003550057,0.0001655363],"domain_scores_gemma":[0.9979014,0.0001521652,0.0004597095,0.0001306814,0.001308692,0.00004731131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001640748,0.002437838,0.03650977,0.00007426009,0.00050002,0.000366977,0.3473653,0.03101559,0.0001948566,0.4559941,0.001444966,0.1224556],"study_design_scores_gemma":[0.00759651,0.0009756756,0.2164383,0.0002590504,0.0002266172,0.0001711432,0.5495588,0.005882727,0.0001388064,0.1459582,0.07225263,0.0005414826],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758057,0.0001374284,0.0002456147,0.007655431,0.0006979487,0.0002861626,0.00003166431,0.000005162377,0.01513486],"genre_scores_gemma":[0.9991041,0.0003999366,0.00007140693,0.00007549053,0.0001707165,0.00003017365,0.00003225291,0.00000477277,0.0001111714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3100359,"threshold_uncertainty_score":0.8046384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732337874876758,"score_gpt":0.4307218110453562,"score_spread":0.2574880235576804,"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."}}