{"id":"W2131015155","doi":"10.7202/1024295ar","title":"Transparency, Corruption, and Democratic Institutions1","year":2014,"lang":"en","type":"article","venue":"Les ateliers de l éthique","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Democracy; Scrutiny; Institution; Public institution; Political science; Law and economics; Sociology; Language change; Public administration; Law; Politics; Philosophy","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":[0.0006947588,0.00006853432,0.0000926618,0.00004757762,0.000510976,0.00005829076,0.00009320196,0.0001193367,0.0002287622],"category_scores_gemma":[0.0001429626,0.00007311953,0.00002497869,0.00007629659,0.0002119526,0.0001089122,0.00001179001,0.0001165203,0.0000648211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001566612,"about_ca_system_score_gemma":0.000146633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007496626,"about_ca_topic_score_gemma":0.003283503,"domain_scores_codex":[0.9992994,0.0001258739,0.0001519773,0.000144758,0.00007354205,0.0002044627],"domain_scores_gemma":[0.9996601,0.0000567602,0.00003711504,0.00007625981,0.0000313511,0.0001384435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001490498,0.00003656767,0.0549438,0.00003010096,0.00001796652,0.000002909952,0.02573034,0.0001813121,0.0001710832,0.6911009,0.0007239191,0.2270462],"study_design_scores_gemma":[0.0007894529,0.000057491,0.1051756,0.0000837054,0.00002958544,0.00001798942,0.006931551,0.002365393,0.00007666697,0.05506029,0.8288408,0.0005714709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6017275,0.0001204556,0.05678731,0.006071413,0.0005328077,0.000250995,0.000002622543,0.000184787,0.3343222],"genre_scores_gemma":[0.9943094,0.0005055631,0.001861625,0.001393245,0.00008672126,0.00001797509,0.000003660828,0.000005024863,0.001816738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8281169,"threshold_uncertainty_score":0.3930066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989601340452929,"score_gpt":0.2729305486753798,"score_spread":0.2530345352708505,"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."}}