{"id":"W2060124707","doi":"10.1063/1.1476747","title":"Centrifugal instability of semidilute non-Brownian fiber suspensions","year":2002,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"American Chemical Society Petroleum Research Fund; National Science Foundation","keywords":"Physics; Instability; Mechanics; Shear flow; Classical mechanics","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":[0.00007335887,0.0001413089,0.0003395171,0.00002626911,0.00004735291,0.000001874211,0.0001660797,0.00008747012,0.0002611633],"category_scores_gemma":[0.00008779195,0.0001364621,0.0001412838,0.0001847194,0.0002107104,0.000082108,0.0001172402,0.0001716219,0.00004872038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000249843,"about_ca_system_score_gemma":0.000008973001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003107136,"about_ca_topic_score_gemma":0.000003156167,"domain_scores_codex":[0.9991179,0.00001503817,0.0003108717,0.0001809291,0.0001467945,0.000228526],"domain_scores_gemma":[0.9992826,0.0001379647,0.00005756806,0.0003460613,0.0001229994,0.00005281445],"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":[0.00003578463,0.0005979387,0.01301381,0.0002070917,0.0002458803,0.000003466527,0.001542088,0.002894475,0.9274079,0.05017196,0.001719188,0.002160416],"study_design_scores_gemma":[0.001383306,0.0001356952,0.007432396,0.0001236748,0.0001330884,0.000003253773,0.0000815915,0.659092,0.3265007,0.003981565,0.0006078201,0.0005248642],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411303,0.0005866596,0.02645117,0.0002294931,0.0002171625,0.0001935397,0.00006629505,0.00007970649,0.0310457],"genre_scores_gemma":[0.9965252,0.00008102783,0.002125948,0.00001530821,0.00006699824,0.00000463276,0.000007133779,0.00001503504,0.001158678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6561975,"threshold_uncertainty_score":0.5564762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506533329269257,"score_gpt":0.2201149588471673,"score_spread":0.2050496255544747,"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."}}