{"id":"W2791617017","doi":"10.1139/facets-2017-0097","title":"A critique of Hubbert’s model for peak oil","year":2018,"lang":"en","type":"article","venue":"FACETS","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Peak oil; Geologist; Oil production; Petroleum; Scarcity; Production (economics); Logistic function; Petroleum engineering; Economics; Natural resource economics; Econometrics; Environmental science; Mathematics; Geology; Statistics; Paleontology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001814817,0.0008948031,0.0009038743,0.0008743535,0.001223006,0.002435253,0.003252951,0.005222005,0.007585583],"category_scores_gemma":[0.006638326,0.0005531381,0.001437059,0.001079052,0.005186723,0.005971767,0.001680058,0.004971542,0.002112948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006531955,"about_ca_system_score_gemma":0.003053868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01945211,"about_ca_topic_score_gemma":0.007658775,"domain_scores_codex":[0.9992231,0.0002019516,0.00002575907,0.0001789914,0.0002710676,0.00009908004],"domain_scores_gemma":[0.9985114,0.0008943272,0.0001060716,0.0001329081,0.0002574181,0.00009785008],"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":[0.000004545878,0.000003001179,0.00005976257,0.0000135897,0.000003210309,0.00002144837,0.00006348316,0.00754697,0.00002851451,0.9863685,0.004345519,0.00154155],"study_design_scores_gemma":[0.000005520947,0.000004301645,0.00004970568,0.00001901892,0.00000249231,0.00002126923,0.00002797374,0.01995996,0.00006780369,0.9563705,0.02345974,0.00001158588],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01767072,0.009876413,0.6020881,0.1104886,0.002399378,0.00008810699,0.001057177,0.0006252538,0.2557063],"genre_scores_gemma":[0.7641659,0.01429726,0.05460798,0.01310223,0.003000377,0.0003798211,0.0004154283,0.000690509,0.1493404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01945211,"threshold_uncertainty_score":0.04739285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982497825652046,"score_gpt":0.3322146070814154,"score_spread":0.3023896288248949,"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."}}