{"id":"W4389977955","doi":"10.1017/jfm.2023.871","title":"Stratified inclined duct: two-layer hydraulics and instabilities","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"H2020 European Research Council; Natural Environment Research Council; European Commission; Sight Research UK; Leverhulme Trust; Compute Canada","keywords":"Inviscid flow; Turbulence; Mechanics; Hydraulic jump; Laminar flow; Instability; Stratified flow; Stratified flows; Physics; Supercritical flow; Duct (anatomy); Amplitude; Internal wave; Hydraulics; Geology; Flow (mathematics); Optics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009929627,0.0002384478,0.0002323434,0.0004041793,0.0003341416,0.000658548,0.0002830418,0.0003391063,0.0007488332],"category_scores_gemma":[0.000287134,0.0001603234,0.0002450071,0.0003142342,0.0007001544,0.0006502638,0.001095532,0.0002771552,0.0001303276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247664,"about_ca_system_score_gemma":0.0003551883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286802,"about_ca_topic_score_gemma":0.0006410399,"domain_scores_codex":[0.9999415,0.00000856796,0.000005474324,0.00001220476,0.00001453391,0.00001769521],"domain_scores_gemma":[0.9998609,0.00001501147,0.00006131759,0.00001560292,0.0000183262,0.00002887447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005258799,0.00043757,0.1140022,0.0002361243,0.0000748095,0.001992739,0.0008045751,0.3635935,0.3573492,0.1127922,0.001603381,0.0465879],"study_design_scores_gemma":[0.00005497014,0.0001981364,0.04071441,0.00001658697,0.00002131138,0.0004093026,0.0002536667,0.9178129,0.01728291,0.02104693,0.002120964,0.00006797526],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662937,0.0003387417,0.02793759,0.0002353042,0.00002629098,0.00002422399,0.0001096026,0.0001968753,0.004837699],"genre_scores_gemma":[0.9980197,0.000077287,0.001032516,0.00001862572,0.00001001464,0.000009184208,0.00003249378,0.000007368032,0.0007927876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001286802,"threshold_uncertainty_score":0.003807425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426775860360304,"score_gpt":0.2398543152700983,"score_spread":0.2155865566664953,"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."}}