{"id":"W4406809201","doi":"10.1017/jfm.2024.1144","title":"Attenuation of shear-layer instabilities in steady and pulsatile axisymmetric shear-thinning flows","year":2025,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pulsatile flow; Mechanics; Rotational symmetry; Shear (geology); Shear flow; Materials science; Physics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002391023,0.0002386183,0.0002123866,0.0004007782,0.0001487475,0.0003217518,0.0001321852,0.0001343293,0.0004084255],"category_scores_gemma":[0.0005123336,0.0001158478,0.0001513153,0.0001495418,0.0002735385,0.0002852369,0.0002456892,0.0002252848,0.00007935584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603029,"about_ca_system_score_gemma":0.0001455222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003446376,"about_ca_topic_score_gemma":0.0002163078,"domain_scores_codex":[0.99989,0.00002059774,0.000009289901,0.00002071307,0.0000379939,0.00002137622],"domain_scores_gemma":[0.9996949,0.00007360335,0.0001307332,0.00002194191,0.00004894888,0.00002982203],"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":[0.000303697,0.00005917804,0.009733093,0.00004194215,0.00001040742,0.000101812,0.0000962806,0.00174867,0.9778684,0.0001767851,0.00003728481,0.009822495],"study_design_scores_gemma":[0.00002323515,0.0007293666,0.1730051,0.00001449212,0.00003472042,0.0002211714,0.0001100035,0.04827648,0.7764775,0.0003079626,0.0007678708,0.00003215119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980091,0.0001555495,0.001525623,0.000005680854,0.000003228849,0.00000490995,0.00002005298,0.00002769809,0.0002481495],"genre_scores_gemma":[0.9989547,0.00008325843,0.0007588448,0.000004829,0.000003648626,0.000006644004,0.00004039942,0.00000509674,0.0001425326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004084255,"threshold_uncertainty_score":0.001366258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335233706314348,"score_gpt":0.249742736437994,"score_spread":0.2363903993748505,"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."}}