{"id":"W2150865376","doi":"10.1162/glep_a_00137","title":"Resisting Transparency: Corruption, Legitimacy, and the Quality of Global Environmental Policies","year":2012,"lang":"en","type":"article","venue":"Global Environmental Politics","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Legitimacy; Institutionalisation; Blame; Language change; Business; Government (linguistics); Public relations; Public administration; Public economics; Political science; Economics; Law; Politics; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007802146,0.0001513254,0.0002326008,0.00001162621,0.0006007602,0.00003413383,0.0001935603,0.00007467846,0.0002421337],"category_scores_gemma":[0.00006048477,0.0001363341,0.00009293146,0.00006263578,0.001768785,0.0001855285,0.0001203559,0.0000636894,0.00004130866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034581,"about_ca_system_score_gemma":0.00006010172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635438,"about_ca_topic_score_gemma":0.0002713312,"domain_scores_codex":[0.9983022,0.0002280515,0.0004611948,0.0001735308,0.0003177492,0.0005172935],"domain_scores_gemma":[0.9993529,0.00009739689,0.0001620377,0.0001731771,0.000002713635,0.0002117199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003665837,0.0001201953,0.6465049,0.00001059446,0.00002876506,1.793026e-7,0.0029651,0.000006798967,0.00005142361,0.3459115,0.00008680918,0.004277105],"study_design_scores_gemma":[0.0009054805,0.000008095412,0.9724737,0.00001011178,0.00003505707,0.000003965283,0.009508115,0.00001038255,0.00001365506,0.002352322,0.01450371,0.0001753327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480293,0.0006308311,0.000167836,0.001226933,0.0003432956,0.0002670045,0.0005948679,0.00002398047,0.04871596],"genre_scores_gemma":[0.9981192,0.0003671497,0.0002225941,0.0005817869,0.0001401991,0.00001067183,0.00002290099,0.000003873523,0.0005316595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3435592,"threshold_uncertainty_score":0.6517161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393787870251916,"score_gpt":0.3143616269232826,"score_spread":0.2804237482207634,"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."}}