{"id":"W2409491168","doi":"10.14288/1.0077528","title":"Pollution control, administrative discretion and science: a journey through the maze of environmental law","year":2008,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Environmental law and policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Discretion; Environmental law; Law; Control (management); Political science; Pollution; Administrative discretion; Law and economics; Business; Environmental planning; Environmental science; Sociology; Economics; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01502868,0.0005053392,0.001048159,0.003586142,0.01381784,0.0257633,0.00204154,0.008388502,0.003507241],"category_scores_gemma":[0.01444358,0.0005914876,0.0007559083,0.003873814,0.09266827,0.02376135,0.01115372,0.01300739,0.000339837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02474186,"about_ca_system_score_gemma":0.02753135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05672484,"about_ca_topic_score_gemma":0.05283788,"domain_scores_codex":[0.9840593,0.009134092,0.0003664833,0.0008052844,0.0038831,0.001751764],"domain_scores_gemma":[0.9744524,0.02114731,0.00107708,0.001065686,0.001358085,0.0008994673],"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":[0.000006246773,0.00001221935,0.0001695019,0.0000440669,0.000003191313,0.00004055562,0.007040766,0.0003476613,0.00003263625,0.9851245,0.001565542,0.005613107],"study_design_scores_gemma":[0.000008536633,0.00001564119,0.0004542215,0.0003881453,0.000005376413,0.0000541876,0.01294664,0.0005210519,0.00009327173,0.8697656,0.115721,0.00002613196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0369462,0.1025314,0.03115023,0.4633821,0.001234037,0.00005161755,0.00005934981,0.00009064571,0.3645543],"genre_scores_gemma":[0.8922449,0.05457309,0.009110852,0.02276753,0.001946671,0.0001046609,0.00003952227,0.00009975879,0.01911304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9861822,"threshold_uncertainty_score":0.1795156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574436880025887,"score_gpt":0.2246300508311421,"score_spread":0.2088856820308832,"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."}}