{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004716849,0.0001373829,0.0002550904,0.0001854706,0.00001786128,0.00002966691,0.0001826892,0.00008780168,0.00002775895],"category_scores_gemma":[0.000023102,0.0001263064,0.0001148051,0.0001456845,0.000004948744,0.0001392144,0.000008222219,0.0003016711,0.000007005719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008394155,"about_ca_system_score_gemma":0.00002786908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004173272,"about_ca_topic_score_gemma":0.00001354884,"domain_scores_codex":[0.9989207,0.00002953604,0.0004747445,0.00008225695,0.0002617038,0.0002310518],"domain_scores_gemma":[0.9996191,0.00003248359,0.00005240452,0.0001125115,0.00006860219,0.0001148591],"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":[0.00004951191,0.0000870858,0.00003651505,0.00008644973,0.00007069673,0.00004524564,0.0003287689,0.893472,0.05976859,0.04165637,0.001158054,0.00324076],"study_design_scores_gemma":[0.0007985274,0.0002058518,0.0001418994,0.00005581893,0.00001872158,0.00003036492,0.00003268332,0.9941184,0.002154419,0.001226077,0.001080851,0.000136409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8357147,0.0004084797,0.1598302,0.0001883322,0.001651488,0.0001200997,0.000006686208,0.00004673591,0.002033276],"genre_scores_gemma":[0.9974813,0.0002254328,0.002090422,0.00002949311,0.0001312058,0.000001123033,0.000001337835,0.00002831941,0.00001131628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617667,"threshold_uncertainty_score":0.5150625,"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."}}