{"id":"W4395031028","doi":"10.29173/alr2728","title":"Leading the Way? Liability Management for the Alberta Oil and Gas Industry","year":2022,"lang":"en","type":"article","venue":"Alberta Law Review","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liability; Energy law; Petroleum industry; Business; Fossil fuel; Law and economics; Law; Economics; Finance; Political science; Environmental science; Engineering; Environmental law; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006422285,0.0001503544,0.000226499,0.00001531904,0.001364318,0.0001380685,0.0003684643,0.00002062606,0.0005348053],"category_scores_gemma":[0.00009431379,0.00008579046,0.0001121615,0.0002914541,0.0001093533,0.0002086762,0.0005635573,0.0001835304,0.00005819706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002081503,"about_ca_system_score_gemma":0.000003794929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00232313,"about_ca_topic_score_gemma":0.002194883,"domain_scores_codex":[0.9990566,0.00002857308,0.000256398,0.0002621852,0.0001844413,0.0002118451],"domain_scores_gemma":[0.9989266,0.0004331421,0.000154397,0.0004350906,0.000043164,0.000007619817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008646906,0.00002799813,0.00101559,0.002336327,0.00009880945,3.912002e-7,0.00004124369,0.00002621886,4.328978e-7,0.7891215,0.04339741,0.1639254],"study_design_scores_gemma":[0.0001490503,0.000003883863,0.001150245,0.0002559737,0.0002047556,0.00000172239,0.0001505358,0.0003994204,2.192438e-7,0.002358628,0.9952052,0.0001203657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002545286,0.04850731,0.00002274475,0.2191355,0.0006589389,0.001298958,0.000002208806,0.00003997215,0.727789],"genre_scores_gemma":[0.6016863,0.0351838,0.00009640322,0.1863037,0.001559007,0.005876265,0.00005859022,0.000110572,0.1691254],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9518078,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03545678347370484,"score_gpt":0.2684555969960773,"score_spread":0.2329988135223724,"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."}}