{"id":"W2998937798","doi":"10.1007/s10652-019-09734-5","title":"Modelling hydraulic jumps: IDDES versus experiments","year":2020,"lang":"en","type":"article","venue":"Environmental Fluid Mechanics","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Froude number; Air entrainment; Mechanics; Turbulence; Hydraulic jump; Volume of fluid method; Large eddy simulation; Vorticity; Reynolds number; Detached eddy simulation; Meteorology; Vortex; Entrainment (biomusicology); Environmental science; Flow (mathematics); Geology; Reynolds-averaged Navier–Stokes equations; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003099764,0.0002446081,0.0001854438,0.00002649113,0.00007423749,0.00002484119,0.0002043306,0.0001045778,0.0005490449],"category_scores_gemma":[0.000003939561,0.0002630391,0.00008720002,0.00006145828,0.0000150092,0.000131275,0.00007247755,0.0001737381,0.0003344667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001040137,"about_ca_system_score_gemma":0.000004009416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003285936,"about_ca_topic_score_gemma":2.407793e-7,"domain_scores_codex":[0.9989425,0.00001359004,0.0002065512,0.0002651796,0.0002569147,0.0003152866],"domain_scores_gemma":[0.9995499,0.00001519572,0.0000153542,0.0002019447,0.000001096861,0.0002164833],"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":[0.00003379046,0.00001266011,0.000001780717,0.0000125639,0.00005318289,0.00001325735,0.0008034935,0.8287389,0.1677668,0.000318963,0.0009168748,0.001327723],"study_design_scores_gemma":[0.0005685218,0.00007880533,0.000001390031,0.000004604844,0.0000168845,0.000001963089,0.0002103409,0.8837598,0.1007642,0.0001295478,0.01421684,0.0002471072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7875903,0.002792381,0.2031008,0.0001257926,0.001447746,0.0003124968,0.00004842682,0.0006498339,0.003932262],"genre_scores_gemma":[0.9972282,0.0003681712,0.001782361,0.0002693514,0.0002050376,0.00001564393,0.00003482739,0.0000652756,0.00003113612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.209638,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266720544381978,"score_gpt":0.1990468905749084,"score_spread":0.1763796851310886,"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."}}