{"id":"W7117511306","doi":"10.26417/x8k2t856","title":"The Social Architecture of Integrity: Corruption Proofing of Legislation as a Socio-Legal Reform Capable of Building Public Trust","year":2025,"lang":"","type":"article","venue":"European Journal of Social Sciences Education and Research","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library of Parliament","funders":"","keywords":"Scrutiny; Legislation; Transparency (behavior); Legitimacy; Public trust; Sanctions; Language change; Democracy; Accountability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008606779,0.0002098191,0.0003274419,0.002403335,0.006594262,0.01052572,0.00091971,0.001896161,0.003024261],"category_scores_gemma":[0.01163508,0.0003176608,0.00039404,0.001565942,0.05450217,0.00660906,0.007395747,0.001838911,0.0002126498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009587694,"about_ca_system_score_gemma":0.01135954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006529558,"about_ca_topic_score_gemma":0.006502578,"domain_scores_codex":[0.9869885,0.009612681,0.0002789208,0.0006739854,0.001170257,0.001275592],"domain_scores_gemma":[0.9917815,0.003403724,0.002044315,0.001488428,0.0007220557,0.0005599965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001980452,0.00002619015,0.004428739,0.00006153186,0.00001396508,0.0001541615,0.02706699,0.0007023105,0.000350851,0.9552099,0.0003628187,0.01160281],"study_design_scores_gemma":[0.0000430889,0.0002406196,0.02654761,0.0009244682,0.00009524128,0.0004058533,0.06243557,0.003680854,0.002129674,0.7850229,0.1183932,0.00008112283],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5858248,0.002158846,0.048759,0.03376085,0.0001585401,0.0001757151,0.00006385716,0.0000899146,0.3290084],"genre_scores_gemma":[0.9975184,0.00009745937,0.001077671,0.0001860276,0.000009040314,0.00001619645,0.000004899998,0.00000685161,0.001083458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01052572,"threshold_uncertainty_score":0.06956387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08583490698197992,"score_gpt":0.4241822507010818,"score_spread":0.3383473437191019,"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."}}