{"id":"W2313731063","doi":"10.1017/jfm.2011.253","title":"Mean dynamics of transitional boundary-layer flow","year":2011,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"Office of Naval Research","keywords":"Boundary layer; Laminar flow; Physics; Reynolds number; Mechanics; Reynolds stress; Mean flow; Momentum (technical analysis); Vorticity; Boundary layer thickness; Instability; Pressure gradient; Vortex; Turbulence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003287578,0.0001553663,0.00030262,0.000179751,0.0000321111,0.00001366419,0.000230889,0.0001118611,0.0002644333],"category_scores_gemma":[0.00001180636,0.0001448587,0.0002337503,0.0001372483,0.00001582645,0.0001785145,0.00001479761,0.0002579367,0.0000074734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020447,"about_ca_system_score_gemma":0.00006422045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003109125,"about_ca_topic_score_gemma":0.00002084756,"domain_scores_codex":[0.9987794,0.0000178799,0.0005853728,0.00007726361,0.0003445063,0.0001956438],"domain_scores_gemma":[0.9993811,0.00001982336,0.0001067852,0.0001606863,0.0002137507,0.0001178776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005552357,0.000837705,0.0001132937,0.0006198221,0.001554582,0.0004000248,0.005519877,0.3711272,0.1542753,0.434469,0.004884269,0.02564369],"study_design_scores_gemma":[0.0005204707,0.0001748769,0.00005382128,0.00006240523,0.0000727867,0.0001551811,0.00004317853,0.9840909,0.004062441,0.01007931,0.0005369003,0.0001477705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3625332,0.001506818,0.6293076,0.00009588029,0.003140114,0.0001389612,0.000139489,0.00006545047,0.003072521],"genre_scores_gemma":[0.980247,0.0004150723,0.01908959,0.00003561403,0.0001308626,9.389295e-7,0.000009394942,0.00004247509,0.00002904762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6177138,"threshold_uncertainty_score":0.5907165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312874039491312,"score_gpt":0.1927608328019444,"score_spread":0.1796320924070313,"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."}}