{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004293525,0.0002814449,0.0005799853,0.00008133523,0.0003191748,0.00005557422,0.0006550219,0.00008879307,0.00001262818],"category_scores_gemma":[0.00001927238,0.0002786317,0.0005596895,0.00113556,0.0001986181,0.0002809693,0.00005573645,0.0002020995,0.000003396962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144787,"about_ca_system_score_gemma":0.00008244171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776734,"about_ca_topic_score_gemma":0.00001014784,"domain_scores_codex":[0.9982688,0.0000424327,0.0006176225,0.0003525004,0.00029397,0.000424619],"domain_scores_gemma":[0.9979489,0.0002419734,0.0003913635,0.001161272,0.0001716658,0.00008486596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003184866,0.00008960498,0.00001037312,0.00162061,0.0009452367,6.095001e-8,0.00130511,0.9050103,0.08821055,0.0007208076,0.001092046,0.0009634466],"study_design_scores_gemma":[0.0005642649,0.00008307754,0.0003609344,0.0001949838,0.0006904301,0.000001488958,0.002234079,0.9895217,0.001283784,0.00003769799,0.004735442,0.0002920596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4942946,0.0001079169,0.494752,0.0002244164,0.001911266,0.001651535,0.006798185,0.0002285048,0.00003167929],"genre_scores_gemma":[0.992426,0.0003059996,0.006716309,0.000009293434,0.0001465719,0.00002844017,0.0001401855,0.0001802452,0.00004690929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4981315,"threshold_uncertainty_score":0.9999666,"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."}}