{"id":"W4416110735","doi":"10.1016/j.esr.2025.101978","title":"Qatar's LNG exports: Advancing efficiency in electricity generation and reducing carbon emissions in the global energy transition","year":2025,"lang":"en","type":"article","venue":"Energy Strategy Reviews","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Liquefied natural gas; Electricity generation; Electricity; Renewable energy; Greenhouse gas; Efficient energy use; Fossil fuel; Sustainability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006217296,0.0003365436,0.0001962425,0.0003998545,0.0002375035,0.001046611,0.0002397305,0.0003339495,0.002328063],"category_scores_gemma":[0.0006833239,0.0001045274,0.0003746436,0.0008551307,0.0005626244,0.0008834048,0.0005151721,0.0004767583,0.0001558225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617242,"about_ca_system_score_gemma":0.001217445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01552969,"about_ca_topic_score_gemma":0.01707227,"domain_scores_codex":[0.9998758,0.00004849883,0.000005051063,0.00001875828,0.00002703105,0.00002492122],"domain_scores_gemma":[0.9998299,0.00005293577,0.0000647931,0.000008223179,0.00003204929,0.00001207907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002129263,0.0006009559,0.2650235,0.002089344,0.0005924757,0.002904369,0.002026911,0.2965598,0.02671491,0.1410305,0.01485656,0.2454714],"study_design_scores_gemma":[0.0002293154,0.001393785,0.6885646,0.000634669,0.0006278315,0.0006360044,0.007988242,0.1605008,0.02117443,0.03199802,0.0861264,0.0001259522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720317,0.001585326,0.005738154,0.003492245,0.0000507179,0.00003028288,0.0007981405,0.00006133052,0.01621209],"genre_scores_gemma":[0.9956779,0.0006919755,0.001658359,0.0001996439,0.00001727735,0.000007933356,0.0002383948,0.000006490467,0.001502086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01552969,"threshold_uncertainty_score":0.0308786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009458937579961,"score_gpt":0.2377170208176264,"score_spread":0.2276224314418268,"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."}}