{"id":"W4283077402","doi":"10.1016/j.nucengdes.2022.111858","title":"Coupled simulations for prismatic gas-cooled reactor","year":2022,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"Atomic Energy of Canada Limited","keywords":"Plenum space; Nuclear engineering; Computational fluid dynamics; Pressurized water reactor; Mixing (physics); Heat transfer; Flow (mathematics); Nuclear reactor; Simulation; Mechanics; Nuclear reactor core; Computer science; Mechanical engineering; Engineering; Environmental science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004089708,0.0007263546,0.001230815,0.0004458578,0.0007750013,0.001131797,0.001588094,0.002060901,0.007614678],"category_scores_gemma":[0.002164868,0.0006780658,0.0009413617,0.0007487686,0.001208479,0.0007789836,0.001357249,0.001175966,0.0005334396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133609,"about_ca_system_score_gemma":0.001911014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03231774,"about_ca_topic_score_gemma":0.01595354,"domain_scores_codex":[0.9996866,0.00009263681,0.00001073294,0.00005171024,0.00007526681,0.00008305217],"domain_scores_gemma":[0.9990746,0.0004384265,0.00008948422,0.00009612605,0.0001786953,0.0001228008],"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":[0.00005656429,0.00002461413,0.0002775589,0.00001550598,0.00001705882,0.00002762452,0.00001348329,0.9969934,0.0003287047,0.001563586,0.0002068061,0.0004751569],"study_design_scores_gemma":[0.00004081018,0.00001704518,0.0001601189,0.000002604691,0.000004961239,0.000004010706,0.000009616174,0.9987657,0.0002053007,0.0005933513,0.0001909362,0.000005556097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7784103,0.0005309023,0.09444327,0.001023077,0.0003079635,0.000198298,0.002826537,0.001047453,0.1212121],"genre_scores_gemma":[0.983533,0.0001039226,0.009340831,0.0002071592,0.0000334398,0.000127233,0.0007834677,0.000162954,0.005708038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03231774,"threshold_uncertainty_score":0.06425929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360507043277658,"score_gpt":0.1905769121953157,"score_spread":0.1769718417625391,"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."}}