{"id":"W2754367462","doi":"","title":"The influence of time-varying external forcings on turbulent transitions in the stable boundary layer","year":2015,"lang":"en","type":"article","venue":"2015 AGU Fall Meeting","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Boundary layer; Turbulence; Layer (electronics); Boundary (topology); Mechanics; Physics; Statistical physics; Atmospheric sciences; Mathematics; Materials science; Mathematical analysis","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":[0.0009150068,0.0001424496,0.000139924,0.00005907107,0.0001307764,0.00008830277,0.000305763,0.00005237309,0.000001898276],"category_scores_gemma":[0.00005957146,0.00009412859,0.00005464778,0.0001569981,0.00004326372,0.0001374897,0.00002458761,0.0002562004,0.00003129164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007146622,"about_ca_system_score_gemma":0.00003433614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004233279,"about_ca_topic_score_gemma":0.0002650985,"domain_scores_codex":[0.9988735,0.00005768013,0.0003018268,0.0001299381,0.0003292527,0.0003077947],"domain_scores_gemma":[0.9994311,0.0001425289,0.00004519427,0.0002615132,0.000063545,0.00005614141],"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":[0.00001994082,0.00002806479,0.0009630107,0.00002547402,0.00001463501,0.00001009338,0.002642736,0.9896769,0.004388478,0.000420995,0.00143597,0.0003736826],"study_design_scores_gemma":[0.0006711369,0.0000927333,0.003518302,0.0004268156,0.00002120847,0.00002010228,0.0003057304,0.9869231,0.0003928451,0.001155906,0.006216785,0.000255363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917499,0.0009058116,0.0002119221,0.0004446057,0.0001149685,0.0001961553,0.000006952856,0.00005399353,0.006315663],"genre_scores_gemma":[0.9992251,0.00005368886,0.0003587414,0.0001290265,0.00006108649,0.00002435083,0.000004240994,0.00002458869,0.0001192121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007475137,"threshold_uncertainty_score":0.3838452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194077164739327,"score_gpt":0.2234249504775896,"score_spread":0.2114841788301963,"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."}}