{"id":"W3121306548","doi":"10.2139/ssrn.3262239","title":"Does Transparency Reduce Corruption?","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Transparency (behavior); Language change; Agency (philosophy); Margin (machine learning); Imperfect; Business; Economics; Monetary economics; Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001388698,0.00008459588,0.0001040855,0.00007087461,0.0005967091,0.0001434645,0.0002494966,0.00005957298,0.003924398],"category_scores_gemma":[0.00004216322,0.00005875661,0.0000740875,0.0001093934,0.00007242231,0.0003883921,0.000009786934,0.0006271349,0.001010583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235066,"about_ca_system_score_gemma":0.002564503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126855,"about_ca_topic_score_gemma":0.008050822,"domain_scores_codex":[0.9977687,0.00008378249,0.0002503167,0.0001405382,0.0001870868,0.001569602],"domain_scores_gemma":[0.9995801,0.00002380801,0.00009413953,0.00008017403,0.0000761503,0.0001456501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001380279,0.00007915788,0.01252724,0.000002427765,0.00007182129,0.000001012076,0.00852184,0.000009097977,0.0001863084,0.3214924,0.0007502622,0.6563446],"study_design_scores_gemma":[0.0009128676,0.0001201432,0.02229617,0.00002759971,0.00002619209,0.00005939724,0.07423158,0.00003912079,0.0000272817,0.4815457,0.4201801,0.0005338453],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893272,0.0004547563,0.00398219,0.02411198,0.002895684,0.0003820215,0.000001186971,0.0001230602,0.07872196],"genre_scores_gemma":[0.9439739,0.005600401,0.0001009372,0.0001768711,0.0004588056,0.00001481565,0.000001250588,0.00000831869,0.04966469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6558108,"threshold_uncertainty_score":0.9997672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486269210808049,"score_gpt":0.2774719536628413,"score_spread":0.2626092615547608,"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."}}