{"id":"W2208184699","doi":"10.1063/1.4935112","title":"Large-eddy simulation of turbulent flow and dispersion over a matrix of wall-mounted cubes","year":2015,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Turbulence; Physics; Large eddy simulation; Mechanics; Scalar (mathematics); Turbulence kinetic energy; Plume; K-epsilon turbulence model; Context (archaeology); Direct numerical simulation; Flow (mathematics); Boundary layer; Meteorology; Reynolds number; Geometry; Geology","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":[0.00008941331,0.00007442979,0.0001609853,0.00001142068,0.00002258887,0.000002446022,0.00006349985,0.00002260698,0.00003471349],"category_scores_gemma":[0.00001554734,0.00006067796,0.00004298594,0.0000966479,0.0001079206,0.0001362602,0.0001134039,0.00002772912,0.000006176995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002114035,"about_ca_system_score_gemma":0.000004296997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008885467,"about_ca_topic_score_gemma":0.000003310262,"domain_scores_codex":[0.9993822,0.00001432936,0.0001508464,0.0001090912,0.000250786,0.00009275004],"domain_scores_gemma":[0.999746,0.00002863301,0.00005741818,0.0001112693,0.00002193444,0.00003470818],"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":[0.0002576356,0.001348097,0.2395507,0.0002594464,0.0001351345,0.00000192265,0.01656524,0.4272674,0.3009878,0.0009938065,0.003844,0.008788873],"study_design_scores_gemma":[0.001266572,0.000271108,0.04975776,0.00007488196,0.00005416544,3.095721e-7,0.000469834,0.9090469,0.0354764,0.002211831,0.001194266,0.0001759059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979432,0.0001686027,0.001455834,0.00005555005,0.00002659929,0.000072959,0.00001619767,0.000005793832,0.0002552187],"genre_scores_gemma":[0.9994395,0.00002522982,0.0004293061,0.0000130428,0.00002456287,0.000001009615,0.000005300137,0.000005269502,0.00005678126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4817796,"threshold_uncertainty_score":0.2474375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372149085771313,"score_gpt":0.2689239352415873,"score_spread":0.2552024443838741,"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."}}