{"id":"W2086328886","doi":"10.1007/s11127-006-4317-y","title":"Consumer capture of regulatory institutions: The creation of public utility consumer advocates in the United States","year":2006,"lang":"en","type":"article","venue":"Public Choice","topic":"Political Influence and Corporate Strategies","field":"Business, Management and Accounting","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Legislature; Public finance; Politics; Public economics; State (computer science); Public administration; Campaign finance; Public choice; Economics; Consumer Advocacy; Business; Political science; Public relations; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007599748,0.0001302655,0.0001645151,0.0002534674,0.0001430447,0.0002442172,0.0003882565,0.00006953005,0.00009402889],"category_scores_gemma":[0.0005274552,0.00007770971,0.00005333552,0.001376436,0.0008790127,0.001182923,0.0000603404,0.0001605101,0.00001479859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001821921,"about_ca_system_score_gemma":0.0001487173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02775718,"about_ca_topic_score_gemma":0.002488121,"domain_scores_codex":[0.9988157,0.00006632165,0.0004115442,0.0001577081,0.00027462,0.0002741702],"domain_scores_gemma":[0.9985373,0.0002995557,0.000271125,0.0003570846,0.0005247238,0.00001022005],"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":[0.000006573234,0.0001786241,0.2583018,0.0001113793,0.00002179748,7.869366e-7,0.00007067392,0.00006429829,0.00007415294,0.7368838,0.003750507,0.0005356162],"study_design_scores_gemma":[0.0003676572,0.000004030573,0.6543404,0.00003164338,0.00004392897,0.000001249294,0.002366783,0.0009920449,0.00006636445,0.03406938,0.3075795,0.0001370535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537759,0.0004854913,0.00005852298,0.007841243,0.00006788791,0.000261199,0.00001767216,0.00004009333,0.03745202],"genre_scores_gemma":[0.9978651,0.00001996034,0.000006089761,0.001701571,0.0001035674,0.00003405418,0.0002021933,0.000006034724,0.00006143385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7028144,"threshold_uncertainty_score":0.9787171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06428062172181144,"score_gpt":0.2774111828260766,"score_spread":0.2131305611042651,"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."}}