{"id":"W2089588104","doi":"10.1057/iga.2012.4","title":"Lobbying and transparency: A comparative analysis of regulatory reform","year":2012,"lang":"en","type":"article","venue":"Interest Groups & Advocacy","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Democracy; Political science; Government (linguistics); Public administration; Politics; Political economy; Law; Sociology","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":[0.0001423929,0.0001477747,0.0003698568,0.0003433587,0.0001038397,0.00004901119,0.0001231362,0.0000324613,0.0001402715],"category_scores_gemma":[0.00001095193,0.000123868,0.0001195274,0.0006458004,0.0001254719,0.0008495312,0.00008612267,0.00006851719,0.00002989709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003208667,"about_ca_system_score_gemma":0.000005347678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002897691,"about_ca_topic_score_gemma":0.0002939923,"domain_scores_codex":[0.9991515,0.00000850833,0.0003187231,0.0001672891,0.0001384222,0.000215579],"domain_scores_gemma":[0.9994566,0.00002440281,0.0002072464,0.0001966218,0.0000980871,0.00001706423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001551018,0.0002808564,0.7440451,0.0002566894,0.001750588,0.000001973464,0.005223832,0.00009123428,0.001574466,0.2385824,0.001132392,0.006905339],"study_design_scores_gemma":[0.0003018663,0.000009010748,0.984874,0.00006968353,0.0005375678,6.687609e-7,0.0044109,0.001754281,0.0000999753,0.001038491,0.006716072,0.0001875345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975754,0.0005892215,0.0004829142,0.0001966154,0.0001651562,0.0001030954,0.000001668773,0.00004868117,0.02265863],"genre_scores_gemma":[0.9993077,0.00001135727,0.00008729282,0.0002259809,0.0002444191,0.00001063123,0.00001404579,0.000007615741,0.00009096797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2408288,"threshold_uncertainty_score":0.5051189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07461150321584789,"score_gpt":0.2961485385374588,"score_spread":0.2215370353216109,"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."}}