{"id":"W4391126590","doi":"10.1093/pnasnexus/pgae030","title":"The role of advanced nuclear reactors and fuel cycles in a future energy system","year":2024,"lang":"en","type":"article","venue":"PNAS Nexus","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Energy Regulator","funders":"National Academies of Sciences, Engineering, and Medicine","keywords":"Nuclear engineering; Nuclear fuel cycle; Environmental science; Fuel cycle; Nuclear fuel; Waste management; Energy (signal processing); Engineering; 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":[0.00003550361,0.00009022537,0.0001037094,0.00004188819,0.00001682892,0.00004058013,0.0000695064,0.00003831514,0.000001347668],"category_scores_gemma":[0.000002127091,0.00006999107,0.00002645838,0.0001343425,0.00001188931,0.00008127785,0.00002112315,0.0001023199,0.000003375987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003589264,"about_ca_system_score_gemma":0.000003514764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003957023,"about_ca_topic_score_gemma":0.00001612972,"domain_scores_codex":[0.9995989,0.000004910468,0.0001104004,0.0000866655,0.00006470345,0.0001343995],"domain_scores_gemma":[0.9998032,0.00003417848,0.000008128524,0.0001162673,0.000005806222,0.00003245596],"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":[0.00001386753,0.00001201605,0.00006360526,0.0007949801,0.0001015735,0.00002590345,0.002499582,0.009442188,0.1131318,0.5985973,0.0001712228,0.2751459],"study_design_scores_gemma":[0.0001593275,0.00002467097,0.001540607,0.0003328083,0.00001483734,0.00001505811,0.003473446,0.2730617,0.001553471,0.002055496,0.7175197,0.0002488648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939886,0.04661272,0.00007673423,0.00006080933,0.001592549,0.0001185166,0.00001678452,0.0008276645,0.05670559],"genre_scores_gemma":[0.9993039,0.0004541844,0.00004025555,0.00000158468,0.0001375879,0.000003953849,0.000001124003,0.00004704856,0.00001030893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7173485,"threshold_uncertainty_score":0.2854153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001536050387913969,"score_gpt":0.1532679198762988,"score_spread":0.1517318694883849,"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."}}