{"id":"W4396625707","doi":"10.1140/epjs/s11734-024-01176-5","title":"Stratification-induced vortex flow in a channel with topography","year":2024,"lang":"en","type":"article","venue":"The European Physical Journal Special Topics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Streamlines, streaklines, and pathlines; Vortex; Mechanics; Obstacle; Stratification (seeds); Flow (mathematics); Open-channel flow; Amplitude; Stratified flow; Volumetric flow rate; Eddy; Inlet; Physics; Geology; Geometry; Mathematics; Optics; Turbulence; Geography; Geomorphology","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":[0.0001049522,0.0002197027,0.0003041081,0.000481322,0.0005246791,0.0005970135,0.0002175737,0.0002901113,0.0008364434],"category_scores_gemma":[0.0003646985,0.0001581859,0.0001913242,0.000202456,0.0007935181,0.000247239,0.0006000377,0.0002709678,0.00009118114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004948147,"about_ca_system_score_gemma":0.0008089311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867347,"about_ca_topic_score_gemma":0.002172662,"domain_scores_codex":[0.9999348,0.00001506701,0.000002578488,0.00001118417,0.00001133126,0.00002504587],"domain_scores_gemma":[0.9998173,0.00002783375,0.0000308814,0.00001009272,0.00003484625,0.00007908405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00380097,0.001573747,0.08343339,0.0002736432,0.0002033739,0.007890106,0.001022857,0.3247986,0.4936689,0.05530914,0.003954016,0.02407113],"study_design_scores_gemma":[0.0004053861,0.0007711803,0.08127137,0.00001787369,0.00006419497,0.0004837272,0.0002622445,0.8983539,0.01157129,0.006006356,0.0007149229,0.00007754684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995193,0.00005666567,0.002547208,0.00007643576,0.00002321605,0.00001770583,0.00004604887,0.00005115334,0.0019886],"genre_scores_gemma":[0.9991892,0.00001719635,0.0002899066,0.000006589536,0.000006068493,0.000003037598,0.00001774742,0.000004200929,0.0004660789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002867347,"threshold_uncertainty_score":0.005701303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009700401972925187,"score_gpt":0.2065138776622527,"score_spread":0.1968134756893275,"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."}}