{"id":"W4232381073","doi":"10.1063/1.870313","title":"A low-dimensional approach to nonlinear plane-Couette flow of viscoelastic fluids","year":2000,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Couette flow; Physics; Reynolds number; Mechanics; Taylor–Couette flow; Flow (mathematics); Classical mechanics; Hagen–Poiseuille equation; Nonlinear system; Mathematical analysis; Turbulence; Mathematics","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":[0.00009755942,0.000231652,0.0004788226,0.00005260148,0.00005150207,0.000003663309,0.0002567195,0.0001082802,0.00009968795],"category_scores_gemma":[0.00004384825,0.0002218789,0.0001432101,0.0002555555,0.000151796,0.0000733167,0.00009267454,0.0001966172,0.00009168939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002332538,"about_ca_system_score_gemma":0.00002948109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001448057,"about_ca_topic_score_gemma":4.662411e-7,"domain_scores_codex":[0.9986944,0.00001740016,0.0003981063,0.0002959305,0.0002817517,0.0003124212],"domain_scores_gemma":[0.9992961,0.000139766,0.0000364743,0.0003346516,0.0001010458,0.00009193244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002491483,0.0007224412,0.0001944179,0.000253678,0.0002956385,0.000003320477,0.0008435582,0.2112966,0.770082,0.01256733,0.0009301059,0.002561754],"study_design_scores_gemma":[0.00054191,0.0001120681,0.0002439651,0.00007587851,0.00005439819,0.000004009608,0.00001337168,0.9424389,0.05579042,0.0003888703,0.00009106619,0.0002451416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7847024,0.0002610741,0.2044136,0.00008778534,0.0001726875,0.0002408829,0.0002046473,0.0001005248,0.009816338],"genre_scores_gemma":[0.9441801,0.00003064414,0.05375379,0.0001390496,0.0002953301,0.0000261194,0.0001127477,0.00004891285,0.001413311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7311423,"threshold_uncertainty_score":0.9047959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007946178442663614,"score_gpt":0.2135994244084875,"score_spread":0.2056532459658239,"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."}}