{"id":"W3203841066","doi":"10.6092/issn.1971-8853/12395","title":"Risk Mismatches and Inequalities: Oil and Gas and Elite Risk-Classes in the U.S. and Canada","year":2021,"lang":"en","type":"article","venue":"Università degli Studi di Bologna","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Inequality; Marxist philosophy; Elite; Economics; Class (philosophy); Production (economics); Distribution (mathematics); Public economics; Microeconomics; Political science; Law; Epistemology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001068057,0.0001871701,0.0004623329,0.003032202,0.01317681,0.005318949,0.001267739,0.001039594,0.003990761],"category_scores_gemma":[0.003520717,0.0001821565,0.0002559264,0.007392611,0.006566788,0.001863083,0.004183684,0.002058356,0.0001054356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07001954,"about_ca_system_score_gemma":0.06242325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9945384,"about_ca_topic_score_gemma":0.9973252,"domain_scores_codex":[0.9979312,0.0001578641,0.00004195358,0.0001662261,0.0004998285,0.001202798],"domain_scores_gemma":[0.9977767,0.000312591,0.0002622231,0.00006135386,0.000531279,0.001055782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003266264,0.0002616551,0.5219076,0.0001207618,0.0001278865,0.0007486207,0.2225466,0.001618548,0.0005206872,0.1599164,0.009933904,0.08197089],"study_design_scores_gemma":[0.00003746055,0.00005342478,0.7164418,0.000254889,0.00005057399,0.0001130678,0.2292913,0.002336029,0.0002204549,0.01482064,0.03626145,0.0001189496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760167,0.001100358,0.0001447424,0.004820972,0.00002005937,0.00001952837,0.0003407376,0.000004788259,0.01753213],"genre_scores_gemma":[0.9976847,0.0004471116,0.00006551135,0.0001825143,0.000004493437,0.00000498966,0.00006926501,0.000002830713,0.001538484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07001954,"threshold_uncertainty_score":0.5080297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273450895940728,"score_gpt":0.2269683220805564,"score_spread":0.2142338131211491,"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."}}