{"id":"W4386746181","doi":"10.1016/j.pnucene.2023.104894","title":"Construction of a feedback control system based on CFD simulations for the 64-element Canadian SCWR","year":2023,"lang":"en","type":"article","venue":"Progress in Nuclear Energy","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computational fluid dynamics; Supercritical fluid; Control theory (sociology); Transient (computer programming); Computer science; PID controller; Control rod; Control system; System dynamics; Bundle; System identification; Nuclear reactor; Chemical reactor; Nuclear engineering; Control engineering; Control (management); Temperature control; Mechanics; Mechanical engineering; Materials science; Engineering; Physics; Data modeling","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003104601,0.0004925829,0.0004078125,0.000403576,0.0008900291,0.000476458,0.001094827,0.0005287104,0.007147281],"category_scores_gemma":[0.0006197793,0.0003502157,0.0003043445,0.0002043631,0.0004279721,0.0003062002,0.0006820805,0.0004445382,0.0008264509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008660529,"about_ca_system_score_gemma":0.002148546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04232155,"about_ca_topic_score_gemma":0.02768697,"domain_scores_codex":[0.9998181,0.00001487915,0.000006384988,0.00003999182,0.00009125768,0.00002924952],"domain_scores_gemma":[0.999763,0.0000510181,0.00002490064,0.00002997404,0.0001040826,0.0000270711],"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":[0.0004315233,0.0002302083,0.002505532,0.0001709264,0.00003521032,0.000224364,0.0002471127,0.759109,0.1330187,0.005879565,0.002658148,0.09548969],"study_design_scores_gemma":[0.00003995795,0.0001248432,0.0006530737,0.000006256636,0.00001139317,0.00001674715,0.00002552153,0.9660688,0.02868325,0.0003085028,0.004043714,0.00001809158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.184091,0.00007648527,0.7862278,0.0002088341,0.0001764465,0.000489481,0.000355435,0.01026651,0.01810797],"genre_scores_gemma":[0.8636701,0.00004356402,0.1282677,0.00004549767,0.0000107574,0.0003283894,0.0002684341,0.0001770519,0.007188566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9576784,"threshold_uncertainty_score":0.08415043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008992166798405558,"score_gpt":0.2174268976817436,"score_spread":0.208434730883338,"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."}}