{"id":"W2237421351","doi":"10.3934/dcdsb.2018052","title":"Transient growth in stochastic Burgers flows","year":2018,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - B","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Transient (computer programming); Burgers' equation; Statistical physics; Mechanics; Mathematics; Physics; Computer science; Mathematical analysis; Partial differential equation","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":[0.0001455409,0.0002337132,0.0003705714,0.0001138239,0.00005360221,0.00008260956,0.0001286924,0.0001315164,0.00001271357],"category_scores_gemma":[0.000013838,0.0002089587,0.00006939813,0.0001717885,0.000077494,0.00008924801,0.00002366309,0.0001715775,0.00001617158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005851388,"about_ca_system_score_gemma":0.00000609747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000344006,"about_ca_topic_score_gemma":0.0002044341,"domain_scores_codex":[0.9987038,0.00003237585,0.0003759029,0.0002855701,0.0001720073,0.0004303823],"domain_scores_gemma":[0.999576,0.00003994863,0.00002301595,0.0001688887,0.00003789034,0.0001542688],"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":[0.0008775329,0.0008062607,0.02683299,0.00325602,0.001731923,0.0008910071,0.01491328,0.5815979,0.044439,0.2694231,0.005761654,0.04946939],"study_design_scores_gemma":[0.0004971857,0.00007789239,0.002307063,0.0001209173,0.00001777818,0.00001577315,0.00007616904,0.9961557,0.000004859411,0.0001305143,0.0003099139,0.0002861887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555759,0.0006781379,0.03941922,0.00005063339,0.0009044674,0.0003610247,0.00004104276,0.0001853327,0.002784257],"genre_scores_gemma":[0.9994925,0.00002770994,0.00004627305,0.00001899908,0.0001582555,0.00004540971,0.00002445269,0.00004131263,0.0001450586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4145578,"threshold_uncertainty_score":0.8521089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003971207303344338,"score_gpt":0.1858445471503943,"score_spread":0.1818733398470499,"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."}}