{"id":"W2996383114","doi":"10.1088/1755-1315/405/1/012027","title":"Simulation of stochastic pressure loads on a medium head Francis runner","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Francis turbine; Computational fluid dynamics; Turbulence; Detached eddy simulation; Large eddy simulation; Turbine; Transient (computer programming); Finite element method; Computer science; Mechanics; Simulation; Marine engineering; Engineering; Mechanical engineering; Reynolds-averaged Navier–Stokes equations; Structural engineering; Physics","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":[0.00009049776,0.0001074591,0.0001186385,0.00006053616,0.00005743249,0.00003149861,0.0001190688,0.00003326765,0.0004535914],"category_scores_gemma":[0.00001667499,0.0001014602,0.0000147577,0.0001081353,0.0003731307,0.0003999598,0.00004045376,0.00007190039,0.00006030667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001530613,"about_ca_system_score_gemma":0.00001349187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006940695,"about_ca_topic_score_gemma":0.000006331999,"domain_scores_codex":[0.999163,0.000006626425,0.0001320984,0.0001972832,0.0003110637,0.0001899033],"domain_scores_gemma":[0.999657,0.0000431359,0.00003040929,0.0001694358,0.000008680628,0.00009138376],"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":[0.00002149289,0.00001480835,0.0004575794,0.00002849242,0.000005340294,3.052189e-7,0.0008795481,0.8154878,0.1788509,0.0002737002,0.000001681398,0.003978333],"study_design_scores_gemma":[0.0008198813,0.0006854,0.1939429,0.00008746924,0.00002103982,0.000004475015,0.001172325,0.7032586,0.09694219,0.0003428883,0.002191998,0.0005308928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965324,0.00009142877,0.0007617582,0.00002328101,0.0002032576,0.0001697403,0.00003657078,0.00003174517,0.002149832],"genre_scores_gemma":[0.9995533,0.00001238656,0.0001135143,0.00002317169,0.00001361683,0.000005281052,0.000006014055,0.000007361989,0.0002653975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1934853,"threshold_uncertainty_score":0.4966508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008526214966923018,"score_gpt":0.2019614143781229,"score_spread":0.1934351994111999,"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."}}