{"id":"W2623572142","doi":"10.2118/0517-0012-jpt","title":"Comments: Peak Demand or Too Much Oil?","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Position (finance); Renewable energy; Consumption (sociology); Portfolio; Natural resource economics; Economy; Economics; Business; Engineering; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004302821,0.001757626,0.001183022,0.0008296568,0.003903105,0.005203692,0.003143366,0.02596988,0.03610353],"category_scores_gemma":[0.03726143,0.0009202347,0.00120833,0.0008915102,0.002284621,0.006595465,0.002168668,0.02747335,0.01665607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00299024,"about_ca_system_score_gemma":0.005711383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005917893,"about_ca_topic_score_gemma":0.00685843,"domain_scores_codex":[0.9975743,0.0004458983,0.000280863,0.0004590683,0.0008306128,0.0004092734],"domain_scores_gemma":[0.9828869,0.007360839,0.0009549792,0.0003840811,0.006295221,0.002117978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008668431,0.000005640801,0.00005052576,0.00002217371,0.000001569916,0.000061781,0.00003032591,0.000006211512,0.00001740836,0.0001792037,0.998403,0.001213478],"study_design_scores_gemma":[0.00004751506,0.00003153071,0.0008326934,0.0003456059,0.00000997505,0.0002719446,0.0007184756,0.0001035799,0.0001144819,0.0008450848,0.9966403,0.00003887898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000273391,0.001031155,0.0001060161,0.8121406,0.1821349,0.00004182431,0.0002046655,0.00009250995,0.003974886],"genre_scores_gemma":[0.001791954,0.001399797,0.0001480102,0.8527982,0.1307704,0.00007391538,0.0001038112,0.00006876581,0.0128453],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03610353,"threshold_uncertainty_score":0.1207783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867742793902144,"score_gpt":0.3125389199613792,"score_spread":0.2938614920223578,"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."}}