{"id":"W2087534762","doi":"10.2118/0106-010-twa","title":"High-Octane Leadership in Times of Uncertainty","year":2006,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Peak oil; Natural resource; Agency (philosophy); Fossil fuel; Natural resource economics; Population growth; World population; Population; Humanity; Agricultural economics; Oil and natural gas; Energy supply; Economic history; Engineering; Political science; Economics; Energy (signal processing); Economic growth; Geography; Sociology; Climate change; Law; Archaeology; Ecology; Waste management; Social science; Demography; Developing country","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":[0.0005571462,0.00009966191,0.0001819229,0.0000611064,0.00005596598,0.00001093289,0.0003076952,0.00008783213,0.0005963565],"category_scores_gemma":[0.0001369121,0.00006671761,0.00006055649,0.0003643985,0.0002508676,0.00004536105,0.00005186674,0.0001830575,0.00005664985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009587968,"about_ca_system_score_gemma":0.00005174123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06000105,"about_ca_topic_score_gemma":0.00980764,"domain_scores_codex":[0.998742,0.0002153181,0.0002284841,0.0001574006,0.0002457392,0.0004110633],"domain_scores_gemma":[0.9992782,0.0002083591,0.0000335301,0.0003698125,0.00007965903,0.00003047625],"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":[0.0001727409,0.0001224551,0.000762303,0.00005336111,0.00001136904,0.00001466921,0.0001840149,0.1482484,0.000549152,0.8426883,0.0007058449,0.00648731],"study_design_scores_gemma":[0.001562809,0.0002177324,0.02592228,0.00007144849,0.00001770626,0.000009580042,0.003414946,0.00355569,0.01084116,0.9264986,0.02754668,0.0003413755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8989235,0.000434129,0.000006528776,0.008095087,0.00007303768,0.0001325651,0.000004611883,0.00004447291,0.09228602],"genre_scores_gemma":[0.9890712,0.000006062014,0.00003052341,0.00009805407,0.0000705744,0.0000111708,0.00001192894,0.000009080258,0.01069136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446928,"threshold_uncertainty_score":0.9462585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04073127238351421,"score_gpt":0.2653833842968159,"score_spread":0.2246521119133017,"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."}}