{"id":"W4401821807","doi":"10.1049/pbpo251e_ch2","title":"Providing clean and affordable energy for all: possible, practical or propaganda?","year":2024,"lang":"en","type":"book-chapter","venue":"Institution of Engineering and Technology eBooks","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Clean energy; Energy (signal processing); Environmental economics; Business; Environmental science; Economics; Physics","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":[0.0001759923,0.0002852877,0.000386914,0.0005462799,0.0001010123,0.00004037289,0.0001112564,0.0007961783,0.00001031145],"category_scores_gemma":[0.0002491979,0.0002398201,0.00006033515,0.0000542612,0.0004513821,0.00006024635,0.0001778493,0.0004275283,0.000001198218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009191165,"about_ca_system_score_gemma":0.0002514502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008838268,"about_ca_topic_score_gemma":0.0001394047,"domain_scores_codex":[0.998796,0.000004170158,0.0003162211,0.0004192363,0.0001375328,0.000326833],"domain_scores_gemma":[0.9993511,0.00008436519,0.00006653438,0.0002455739,0.0001661376,0.00008621679],"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":[0.000104186,0.000009955364,0.000001096864,0.000806212,0.0001588482,0.00007728897,0.00001817943,0.0003122616,0.0002552092,0.959207,0.00003827519,0.03901152],"study_design_scores_gemma":[0.0003853686,0.0004287314,3.251131e-7,0.0004129666,0.00009860509,0.0002523282,0.00004480041,0.004169594,0.003423572,0.2064364,0.7840531,0.0002941554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005157932,0.003824021,0.01099315,0.002302651,0.0008203168,0.001454404,0.00009007151,0.001920355,0.9734371],"genre_scores_gemma":[0.503972,0.000362215,0.004047808,0.00003274764,0.0001475426,0.000218594,0.00002971142,0.0001115488,0.4910778],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7840148,"threshold_uncertainty_score":0.9779581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928902229200823,"score_gpt":0.2668920674933518,"score_spread":0.2476030452013435,"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."}}