{"id":"W2030459902","doi":"10.1080/18811248.2011.9711779","title":"Numerical Simulation of Fluid Flow and Heat Transfer of Supercritical Fluids in Fuel Bundles","year":2011,"lang":"en","type":"article","venue":"Journal of Nuclear Science and Technology","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Supercritical fluid; Cladding (metalworking); Bundle; Computational fluid dynamics; Heat transfer; Materials science; Thermal hydraulics; Mechanics; Nuclear engineering; Nuclear reactor; Supercritical flow; Fluid dynamics; Thermodynamics; Thermal; Composite material; Physics; Engineering","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":[0.000323923,0.00007409153,0.000265135,0.000445935,0.00002352638,0.000006946401,0.0001503042,0.0001202635,0.00002900218],"category_scores_gemma":[0.0001194186,0.00006229962,0.00002726933,0.0005122144,0.0008222411,0.0002763001,0.00001413205,0.0001919751,5.720295e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001696244,"about_ca_system_score_gemma":0.00003015007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008499613,"about_ca_topic_score_gemma":0.000001871625,"domain_scores_codex":[0.9991555,0.00001177177,0.0003621539,0.00009166753,0.0001945211,0.0001843653],"domain_scores_gemma":[0.9996261,0.00004635325,4.842756e-7,0.00007963587,0.0001625226,0.00008491198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003918948,0.0001108091,0.003658976,0.0001208048,0.00001022594,0.00002237006,0.001251441,0.000211289,0.9736782,0.01698859,0.000005066638,0.003903073],"study_design_scores_gemma":[0.002797141,0.003952279,0.05177426,0.0004417612,0.00009506643,0.0007488661,0.002844511,0.5279426,0.3978151,0.01072205,0.0003240643,0.0005423009],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951231,0.0003796312,0.003836527,0.000254196,0.00004946624,0.00003532117,0.000001678294,0.00001682962,0.0003031989],"genre_scores_gemma":[0.9983255,0.0002751405,0.001362844,0.00002042676,0.000007912371,2.579428e-7,3.106449e-8,0.000007837254,8.084251e-8],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5758631,"threshold_uncertainty_score":0.3029582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574331138936423,"score_gpt":0.2300744683078913,"score_spread":0.2143311569185271,"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."}}