{"id":"W1966674322","doi":"10.2118/0812-0018-jpt","title":"Comments: Supply Growth","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Petroleum; Investment (military); Petroleum industry; Production (economics); Tight oil; Natural resource economics; Business; Political science; Agricultural economics; Economics; Environmental science; Engineering; Geology","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":[0.000671984,0.000125188,0.0003018986,0.0005772539,0.00008436177,0.00001529388,0.0005308662,0.0002569544,0.0003211811],"category_scores_gemma":[0.0006263995,0.0001010822,0.0001327374,0.0004332585,0.0001933116,0.0002873867,0.0001465228,0.0006222227,0.00006472622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002374734,"about_ca_system_score_gemma":0.00007182518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001015208,"about_ca_topic_score_gemma":0.00001995432,"domain_scores_codex":[0.9984566,0.00009952778,0.0004226256,0.00009037825,0.0003183038,0.0006125413],"domain_scores_gemma":[0.9989411,0.00006959643,0.0001915034,0.0002529082,0.0003751827,0.0001696924],"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":[0.0001889942,0.0006419381,0.2300391,0.00003314313,0.000183636,0.0001077267,0.0001003602,0.0002038395,0.002283804,0.7353835,0.00522809,0.02560592],"study_design_scores_gemma":[0.002401149,0.001146027,0.01813069,0.00004100801,0.00006395513,0.001507295,0.002565392,0.00007433164,0.01240135,0.1569644,0.8043708,0.0003336269],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646384,0.001533531,0.0003335716,0.01586524,0.0004981998,0.00003412388,0.000001806087,0.00007382664,0.01702135],"genre_scores_gemma":[0.9980234,0.00009448858,0.000737747,0.0002399126,0.0002356363,0.000004067737,0.000001020737,0.00001431035,0.0006494353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7991427,"threshold_uncertainty_score":0.4122012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009218587538874501,"score_gpt":0.2664561371131513,"score_spread":0.2572375495742768,"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."}}