{"id":"W4387065460","doi":"10.15446/dyna.v90n226.105963","title":"Sustainability and future of the oil and gas industry: a mini-review","year":2023,"lang":"en","type":"article","venue":"DYNA","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Geopolitics; Renewable energy; Sustainability; Energy transition; Work (physics); Natural resource economics; Fossil fuel; Sustainable development; Business; Resilience (materials science); Hydrogen economy; Greenhouse gas; Psychological resilience; Energy engineering; Economics; Environmental economics; Economic system; Political science; Engineering; Fuel cells; Hydrogen fuel; Waste management; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005475406,0.0000976071,0.0002024664,0.00003276223,0.0001039833,0.00001382295,0.0001627535,0.0001640618,0.00007169854],"category_scores_gemma":[0.0005828519,0.00006423811,0.00005013446,0.0006482464,0.0002761433,0.00004893513,0.0002718529,0.0002788805,0.000002275952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005269759,"about_ca_system_score_gemma":0.0001364129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100236,"about_ca_topic_score_gemma":0.0002463925,"domain_scores_codex":[0.9989555,0.0002018627,0.0001622429,0.0002100956,0.0002011717,0.0002690684],"domain_scores_gemma":[0.9992134,0.00009031322,0.00003380683,0.0003904071,0.0001860855,0.00008601532],"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":[0.00003352311,0.00004738966,0.01119738,0.003990372,0.00003113333,0.00001664904,0.0003966678,0.00007105371,0.00001129235,0.09941681,0.002730603,0.8820571],"study_design_scores_gemma":[0.000394957,0.00006084551,0.05663061,0.0001684841,0.00003109653,0.0000145097,0.003369087,0.0004068874,0.00003211551,0.05083486,0.8878912,0.000165296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9104612,0.007531572,1.537008e-7,0.0667595,0.00008955051,0.0001194559,0.00001113121,0.00005150733,0.01497594],"genre_scores_gemma":[0.9786758,0.009930804,0.00001041895,0.0004583088,0.0001339106,0.00004839747,0.000009331276,0.0000145258,0.0107185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8851606,"threshold_uncertainty_score":0.2619554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107299985529298,"score_gpt":0.2864746153991702,"score_spread":0.2754016155438773,"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."}}