{"id":"W4410973661","doi":"10.1016/j.rser.2025.115887","title":"Energy transition governance models and uncertainty: Comparative examination of the World Energy Council ETI framework","year":2025,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Global Energy Security and Policy","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Toronto Metropolitan University","keywords":"Energy (signal processing); Corporate governance; Political science; Transition (genetics); Economics; Chemistry; Statistics; Management; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01118358,0.0004043306,0.0007473447,0.003857024,0.001632178,0.009600697,0.001526361,0.001824579,0.008316888],"category_scores_gemma":[0.02846019,0.0002569611,0.0007288532,0.007035757,0.005416802,0.007136468,0.003251983,0.002298466,0.0002494874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01045263,"about_ca_system_score_gemma":0.007046068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02655841,"about_ca_topic_score_gemma":0.02998422,"domain_scores_codex":[0.9941299,0.003472586,0.0001368699,0.0002516277,0.001084442,0.0009245225],"domain_scores_gemma":[0.9772629,0.01777785,0.001622626,0.001034658,0.001758943,0.0005430439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004195939,0.00002554339,0.001360309,0.00006986156,0.00002373018,0.00004685125,0.0004333526,0.01146014,0.00001573781,0.975457,0.002044443,0.009021036],"study_design_scores_gemma":[0.00004572475,0.00006799325,0.009754768,0.000588212,0.0001118095,0.00006053607,0.00753111,0.03046235,0.0001661598,0.9126069,0.03855367,0.00005077513],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2492727,0.01314604,0.04078802,0.0429296,0.0003298863,0.000208084,0.001166888,0.0001336385,0.6520251],"genre_scores_gemma":[0.993203,0.002496522,0.001265595,0.0004626248,0.00004918427,0.00005340084,0.0001080497,0.00002261207,0.002338959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02655841,"threshold_uncertainty_score":0.07583946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104453670647909,"score_gpt":0.2628317392015512,"score_spread":0.2317872024950721,"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."}}