{"id":"W3124799479","doi":"","title":"The Identifiability Bias in Environmental Law","year":2007,"lang":"en","type":"article","venue":"","topic":"Legal and Constitutional Studies","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identifiability; Lawmaking; Law and economics; Doctrine; Environmental law; Common law; Political science; Law; Public economics; Economics; Legislature","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":[0.000727828,0.00004127296,0.00007171043,0.0000169906,0.0001599603,0.00002691935,0.00007763674,0.00001869042,0.0001751384],"category_scores_gemma":[0.00002502409,0.00003080806,0.000035903,0.00004773575,0.0001889973,0.00007709767,0.00004437525,0.00005093333,0.0006947969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007227528,"about_ca_system_score_gemma":0.000001966833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089318,"about_ca_topic_score_gemma":0.002470363,"domain_scores_codex":[0.9994812,0.0000029,0.0002432334,0.0001217435,0.00001752111,0.0001333929],"domain_scores_gemma":[0.9997754,0.00007735567,0.00003601349,0.00009217162,0.000001464772,0.00001759197],"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":[0.000003000005,0.00002206574,0.2124562,4.800957e-7,0.000004172819,8.809213e-7,0.0000282277,0.000001422489,0.000002915601,0.78699,0.0000772436,0.0004132947],"study_design_scores_gemma":[0.0001260926,0.000005801468,0.513747,6.989503e-7,3.691146e-7,7.606679e-7,0.0001096602,0.00001818317,0.00009027193,0.1301984,0.355637,0.00006575219],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4802946,0.001646101,0.0003151271,0.0007425843,0.0002396008,0.00007067178,0.00001472417,0.000009513544,0.5166671],"genre_scores_gemma":[0.9973456,0.00006682694,0.000030086,0.0002431885,0.00002708988,0.000003914499,0.000001116165,0.000001587058,0.002280591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6567917,"threshold_uncertainty_score":0.893044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.044115932583019,"score_gpt":0.2118373678747644,"score_spread":0.1677214352917454,"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."}}