{"id":"W4402695877","doi":"10.1016/j.nucengdes.2024.113588","title":"Evaluation framework for molten salt reactors and other new nuclear power reactor systems","year":2024,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University Network of Excellence in Nuclear Engineering; McMaster University","keywords":"Nuclear engineering; Nuclear power; Molten salt; Nuclear reactor; Materials science; Liquid fluoride thorium reactor; Molten salt reactor; Waste management; Engineering; Metallurgy; Nuclear physics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003623794,0.0002728716,0.0002359603,0.0001434187,0.00004156393,0.0003379747,0.00008446467,0.0001808112,0.00002853129],"category_scores_gemma":[0.00006985146,0.0002748736,0.00005416481,0.0001579878,0.00001319808,0.0002027966,0.0000211415,0.0002634129,0.00002884921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009160466,"about_ca_system_score_gemma":0.00001679775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002170741,"about_ca_topic_score_gemma":1.077373e-7,"domain_scores_codex":[0.9989686,0.00001368573,0.0001971502,0.0002841625,0.0002235553,0.0003128639],"domain_scores_gemma":[0.9993856,0.0001699853,0.00001541322,0.0002010137,0.00003095006,0.000197041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006007598,0.00004051966,0.000008516894,0.001766216,0.001073279,0.00002088073,0.005718612,0.3133733,0.1728178,0.4447082,0.02270171,0.03771093],"study_design_scores_gemma":[0.0001565891,0.00006368911,0.0000447636,0.0002851551,0.00007499557,0.00001739684,0.00005595636,0.7924085,0.00006502496,0.000599402,0.2059189,0.0003096339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2457961,0.03513953,0.6776506,0.0002878267,0.01104433,0.004172239,0.0001575845,0.01283212,0.01291963],"genre_scores_gemma":[0.9872516,0.0001121123,0.01183403,0.00001989307,0.000396287,0.00001758851,0.000002695083,0.0003415607,0.00002424677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7414555,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471246715612138,"score_gpt":0.2294600877778232,"score_spread":0.2047476206217018,"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."}}