{"id":"W7128592306","doi":"10.69894/20230213","title":"Going, going … green","year":2023,"lang":"en","type":"article","venue":"Oil IT Journal.","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Sustainability; Midstream; Fossil fuel; Resilience (materials science); Audit; Petroleum industry; Liquefied natural gas; Emissions trading; Climate change","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003053677,0.0001451147,0.0001727131,0.0001196546,0.0002410382,0.00009941615,0.0002239135,0.00007274897,0.002191284],"category_scores_gemma":[0.00003538773,0.0001304559,0.0001208251,0.0001962884,0.00004410009,0.0002198469,0.00008432826,0.0002645867,0.0112349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007883942,"about_ca_system_score_gemma":0.00001109456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210668,"about_ca_topic_score_gemma":0.0002476329,"domain_scores_codex":[0.9988309,0.00005604418,0.0002496174,0.0001682782,0.0002950142,0.0004001751],"domain_scores_gemma":[0.9994738,0.00005457153,0.00009570284,0.0001951706,0.000011681,0.0001690934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004955776,0.0001145133,0.0113485,0.00009685307,0.0002338136,0.001266437,0.00460963,0.003067544,0.01179699,0.001202108,0.2779795,0.6882345],"study_design_scores_gemma":[0.0004252382,0.00005457113,0.003035713,0.00009778096,0.00002660231,0.0001462951,0.0006201656,0.000414435,0.001250468,0.001590455,0.9921163,0.0002220015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4907638,0.0009208958,0.00001125174,0.004112698,0.001095364,0.00001570136,0.000003251211,0.0002181501,0.5028589],"genre_scores_gemma":[0.554159,0.005266996,0.000437702,0.0008945792,0.001600873,0.000005585893,0.00001360675,0.00008654886,0.437535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7141368,"threshold_uncertainty_score":0.9987208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349205676569685,"score_gpt":0.2538230393939928,"score_spread":0.2303309826282959,"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."}}