{"id":"W7161564639","doi":"10.1016/j.engfor.2026.03.017","title":"Unlocking gas demand: the next wave of global LNG supply as a catalyst to drive Asia’s shift away from coal","year":2025,"lang":"en","type":"article","venue":"Energy Foresight","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coal; Catalysis; Fossil fuel; Liquefied natural gas; Supply chain","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001659778,0.0004268964,0.0005368352,0.0001250387,0.000301947,0.0001228143,0.0008207485,0.0003028607,0.0003429601],"category_scores_gemma":[0.0001565687,0.0003311064,0.0003191897,0.0008176625,0.0001917039,0.0002010366,0.0004115507,0.0002017634,0.00008271426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515311,"about_ca_system_score_gemma":0.0003178364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2163378,"about_ca_topic_score_gemma":0.2134142,"domain_scores_codex":[0.997456,0.0002331509,0.0005860685,0.0005688256,0.0004582123,0.0006977778],"domain_scores_gemma":[0.998297,0.0003098325,0.0001734893,0.0008793428,0.00009631106,0.0002440195],"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":[0.0001847997,0.00007653431,0.0003890714,0.00001120023,0.0003096444,0.0000508812,0.0007499596,0.01151522,0.0003100592,0.9698721,0.01292003,0.003610566],"study_design_scores_gemma":[0.000801598,0.0001041141,0.005970399,0.0001552031,0.0001463348,0.00001112853,0.0003214942,0.0004229652,0.0248425,0.1215098,0.8453381,0.0003764026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3305265,0.002728251,0.001459588,0.01131962,0.001349419,0.000261932,0.0003460554,0.0002356678,0.651773],"genre_scores_gemma":[0.993558,0.0000730248,0.0002041555,0.002923457,0.0004332329,0.00005334339,0.0002273469,0.00002966302,0.00249772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8483623,"threshold_uncertainty_score":0.9999141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069996281141182,"score_gpt":0.2429554673867269,"score_spread":0.232255504575315,"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."}}