{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001100142,0.00008238447,0.0001262725,0.0001379101,0.00007152078,0.00001929807,0.00008862785,0.00005943302,0.00003407263],"category_scores_gemma":[0.00001439907,0.00006842333,0.00004866432,0.0002224792,0.00005405421,0.00002677914,0.000002903351,0.00005770465,0.000006242619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044086,"about_ca_system_score_gemma":0.00002953819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001701798,"about_ca_topic_score_gemma":0.004269039,"domain_scores_codex":[0.9993337,0.00002522531,0.0001890803,0.00009641101,0.0001083227,0.0002473102],"domain_scores_gemma":[0.9995649,0.0001802185,0.000001190352,0.0001381919,0.00003665073,0.00007881966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008036217,0.00004421512,0.003225784,0.0004953403,0.0001071279,0.00001297702,0.0003065188,0.4020204,0.0005350825,0.554368,0.0006321147,0.03817214],"study_design_scores_gemma":[0.000671664,0.0000470681,0.0009347952,0.0000807065,0.00001512908,6.451216e-7,0.0001564364,0.9904695,0.0003030871,0.00007757726,0.007164525,0.00007893809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7893907,0.002192826,0.1454679,0.01486615,0.006218871,0.006052129,0.00337814,0.003891824,0.02854142],"genre_scores_gemma":[0.999539,0.000006864193,0.0002157414,0.00007422178,0.00004309385,0.00007518173,0.0000139057,0.00003015647,0.000001887255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5884491,"threshold_uncertainty_score":0.2790222,"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."}}