{"id":"W2892344841","doi":"10.1051/e3sconf/20184005029","title":"Vortex-Resistance Hypothesis: Large Eddy Simulation of Turbulent Flow in Isolated Pool- Riffle Units","year":2018,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Vortex; Turbulence; Mechanics; Flow (mathematics); Open-channel flow; Geology; Vorticity; Jet (fluid); Free surface; Large eddy simulation; Secondary flow; Geometry; Physics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003726394,0.0005012144,0.0006308655,0.0004149566,0.0004869101,0.0008201649,0.0009178437,0.001262813,0.0009654233],"category_scores_gemma":[0.001147999,0.0003060458,0.0005499285,0.0003617683,0.0007547846,0.0005422767,0.0003972042,0.0006255759,0.0001290046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005850875,"about_ca_system_score_gemma":0.0006267997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01259128,"about_ca_topic_score_gemma":0.004396622,"domain_scores_codex":[0.9998816,0.0000365146,0.00000824586,0.00001720192,0.00001653065,0.00003985668],"domain_scores_gemma":[0.9995962,0.000174145,0.00006547994,0.00002262952,0.00006278716,0.0000787828],"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":[0.0001310678,0.0001407507,0.00437264,0.00002776204,0.00003666159,0.0001512068,0.00006385596,0.9894943,0.003064009,0.001169391,0.0001247118,0.001223605],"study_design_scores_gemma":[0.00002200101,0.00003088018,0.0005139856,0.000002441481,0.000003912568,0.000003456911,0.00001201716,0.9989318,0.0003264416,0.0001086496,0.00004052371,0.000003819008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893776,0.00007336921,0.00767049,0.00009419301,0.00002805779,0.00004260505,0.0001319223,0.0001143038,0.00246746],"genre_scores_gemma":[0.9970199,0.00003043826,0.002322063,0.00002089207,0.000006547535,0.00004260837,0.00009246956,0.00001620604,0.0004488421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259128,"threshold_uncertainty_score":0.02503598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914075527946559,"score_gpt":0.2357384673032974,"score_spread":0.2165977120238318,"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."}}