{"id":"W4391782465","doi":"10.1017/jfm.2024.21","title":"Inertial enhancement of the polymer diffusive instability","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Engineering and Physical Sciences Research Council","keywords":"Instability; Inertial frame of reference; Mechanics; Materials science; Polymer; Classical mechanics; Physics; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001073552,0.0002448257,0.0001689616,0.0003574454,0.000183715,0.0004268039,0.0001777411,0.0001626529,0.0009489078],"category_scores_gemma":[0.0003481664,0.000147314,0.0002645888,0.00009797367,0.0004284014,0.0003753976,0.0005984414,0.0004071555,0.0001399264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908537,"about_ca_system_score_gemma":0.0001230717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004509565,"about_ca_topic_score_gemma":0.0003531173,"domain_scores_codex":[0.9999034,0.00001376873,0.000006090149,0.00002304287,0.0000294231,0.0000242513],"domain_scores_gemma":[0.9997973,0.00005019812,0.00007410387,0.00001740873,0.00003183203,0.00002914966],"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":[0.0002152176,0.00006697341,0.005311095,0.0001768239,0.0000302497,0.0004757615,0.0003004802,0.01371958,0.9474168,0.008380892,0.0005209887,0.0233851],"study_design_scores_gemma":[0.0000387088,0.0003349275,0.02699986,0.00002407882,0.00004153609,0.0005492579,0.0001095508,0.2914218,0.6718944,0.00383545,0.004694373,0.00005602222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668023,0.0007593023,0.02696481,0.000188662,0.0000393278,0.00002128621,0.0000485829,0.0001727526,0.00500291],"genre_scores_gemma":[0.9978245,0.0001287458,0.001429122,0.00002578643,0.00001190577,0.000006729257,0.00002160012,0.000008920242,0.0005426225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009489078,"threshold_uncertainty_score":0.003174424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007286570156733227,"score_gpt":0.2248088922860259,"score_spread":0.2175223221292927,"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."}}