{"id":"W7163714328","doi":"10.13182/t130-42921","title":"Candidate Data for Validation of Calculations for Systems Using High-Assay Low-Enrichment Uranium Fuel","year":2023,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alchemy (Canada)","funders":"","keywords":"Uranium; Uranium dioxide; Enriched uranium; Uranium-235; Fuel cycle; Thorium fuel cycle; Natural uranium","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":[0.00333979,0.001240957,0.0009062915,0.00112027,0.001527039,0.001431763,0.002693094,0.001344049,0.017632],"category_scores_gemma":[0.008659957,0.0005305627,0.001029693,0.001010845,0.0005478126,0.002399669,0.0007884371,0.0009432723,0.004160382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496185,"about_ca_system_score_gemma":0.001803499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601106,"about_ca_topic_score_gemma":0.003410801,"domain_scores_codex":[0.9984053,0.0005553049,0.00006573396,0.0002084994,0.0006180593,0.0001471834],"domain_scores_gemma":[0.9944264,0.002311814,0.0002118925,0.001089531,0.001853832,0.0001066884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.008407832,0.002078794,0.04344457,0.003397759,0.0007083691,0.001085917,0.0009030577,0.5377084,0.2152728,0.06888144,0.03297998,0.08513103],"study_design_scores_gemma":[0.0005396216,0.001432449,0.004985097,0.000109504,0.000183038,0.0001281313,0.0002461648,0.5999225,0.3699372,0.007097875,0.01532607,0.0000923946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7106773,0.0007035101,0.2246799,0.0007448526,0.0003113035,0.0009234987,0.01381397,0.005170928,0.04297457],"genre_scores_gemma":[0.968137,0.0001360272,0.02032968,0.0001391774,0.00001895128,0.0008764586,0.006231052,0.0008113411,0.00332032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.017632,"threshold_uncertainty_score":0.05898494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705572180271288,"score_gpt":0.2612864388598684,"score_spread":0.2342307170571555,"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."}}