{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01669895,0.0002111579,0.001084923,0.007327269,0.003946402,0.008835784,0.001541714,0.002718459,0.008470545],"category_scores_gemma":[0.04875616,0.0002416034,0.001347228,0.009936948,0.008144137,0.005872911,0.003565999,0.003053864,0.0003539964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01869564,"about_ca_system_score_gemma":0.007821693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02537001,"about_ca_topic_score_gemma":0.02279582,"domain_scores_codex":[0.9742,0.01459942,0.0006912167,0.001024054,0.005348468,0.004136947],"domain_scores_gemma":[0.9303765,0.05066038,0.008903955,0.002619751,0.006404013,0.001035427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004690196,0.0004922482,0.01315567,0.0008761747,0.0002671649,0.0002231448,0.01403097,0.004187634,0.0006223635,0.9306827,0.004379048,0.0306139],"study_design_scores_gemma":[0.001059522,0.001882696,0.3493652,0.003710074,0.002541712,0.0003799699,0.06485207,0.01717777,0.005476917,0.2344293,0.3188301,0.0002946095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4598642,0.01973549,0.0050442,0.01315262,0.0001316589,0.0004390016,0.0003431599,0.00006326089,0.5012264],"genre_scores_gemma":[0.9917424,0.002287213,0.0004762372,0.0009598353,0.00008602529,0.0001241605,0.0001109854,0.00001601722,0.004197091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02537001,"threshold_uncertainty_score":0.135647,"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."}}