{"id":"W2171070667","doi":"10.1017/jfm.2014.552","title":"Transient growth in strongly stratified shear layers","year":2014,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Richardson number; Physics; Prandtl number; Reynolds number; Buoyancy; Instability; Dimensionless quantity; Mathematical physics; Thermodynamics; Mechanics; Turbulence; Convection","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003185746,0.0005146313,0.0004521335,0.0004307523,0.000544474,0.001107122,0.0004315587,0.0006647669,0.001122184],"category_scores_gemma":[0.00167897,0.0003394076,0.0005255876,0.0002120131,0.0009997126,0.0007810311,0.000829087,0.0006164135,0.000158588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001508373,"about_ca_system_score_gemma":0.0009014618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146412,"about_ca_topic_score_gemma":0.004247742,"domain_scores_codex":[0.9998822,0.00001469973,0.000005499639,0.00001898021,0.00002098563,0.00005760031],"domain_scores_gemma":[0.9995437,0.0001284795,0.0001008782,0.00002939698,0.00008129409,0.0001161615],"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":[0.0008502193,0.0002289343,0.01719802,0.00009773675,0.0001165633,0.0008238612,0.0003948773,0.8259717,0.1387383,0.009920755,0.0007422901,0.004916681],"study_design_scores_gemma":[0.00003816803,0.0001348716,0.003656507,0.000007822176,0.00001524936,0.0000300892,0.00009055509,0.9814902,0.01345421,0.0008446014,0.0002187075,0.00001899282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921896,0.00006379183,0.004969992,0.0001105147,0.0000182043,0.00002532269,0.00007318472,0.0001103532,0.002439006],"genre_scores_gemma":[0.9986601,0.0000221128,0.0006414579,0.00002457188,0.000003106883,0.00001201949,0.00004503073,0.00002370334,0.000568023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146412,"threshold_uncertainty_score":0.02279478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006562929383877605,"score_gpt":0.1896930263550346,"score_spread":0.183130096971157,"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."}}