{"id":"W2729009340","doi":"10.2118/0617-0010-jpt","title":"Risk and Reward: Climate Change and SPE","year":2017,"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":"Climate change; Iceberg; Coast guard; Politics; Global warming; Political science; Geography; Sea ice; Oceanography; Meteorology; Environmental protection; Law; 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":[0.0006618403,0.0001105726,0.0002991724,0.000319411,0.0003796996,0.00007831278,0.0003846831,0.000241635,0.00002340622],"category_scores_gemma":[0.0009121981,0.0000886534,0.00005215243,0.00006414264,0.000512505,0.0002404721,0.0003638265,0.0005290533,0.000005171815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004716656,"about_ca_system_score_gemma":0.00002528291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003457245,"about_ca_topic_score_gemma":0.0003241662,"domain_scores_codex":[0.9990102,0.00005726869,0.0002572651,0.0001557412,0.0001632511,0.0003562799],"domain_scores_gemma":[0.9989219,0.00004000938,0.0003574426,0.0004052141,0.0001673741,0.0001080807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002964419,0.00007951859,0.3577409,0.00006443346,0.00009086279,0.0004943811,0.0001126037,0.00003275231,0.000444446,0.1489776,0.00009352648,0.4915725],"study_design_scores_gemma":[0.00408489,0.002292536,0.3525774,0.0001310278,0.0001370169,0.002393469,0.00183358,0.0007968341,0.001136422,0.4165464,0.217625,0.0004453808],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984601,0.001700601,0.00002412075,0.009326893,0.0001325973,0.00003267185,0.000003815766,0.00002679883,0.004151544],"genre_scores_gemma":[0.9941465,0.005014349,0.000491287,0.00003774105,0.000146686,0.000003502405,1.758585e-7,0.00001026039,0.0001495333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4911271,"threshold_uncertainty_score":0.3615181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738151977147145,"score_gpt":0.2842180622576707,"score_spread":0.2668365424861992,"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."}}