{"id":"W2019764033","doi":"10.1063/1.4771604","title":"Numerical study of pulsatile channel flows undergoing transition triggered by a modelled stenosis","year":2012,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Turbulence; Physics; Mechanics; Laminar flow; Turbulence kinetic energy; Pulsatile flow; Reynolds number; Curvilinear coordinates; Shear stress; Classical mechanics; Large eddy simulation","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":[0.0002118537,0.0003045056,0.0004922633,0.0003977425,0.0004674621,0.0006403255,0.0004469363,0.0008339249,0.000495686],"category_scores_gemma":[0.0008588948,0.0001396834,0.0003775503,0.0003306545,0.0008418763,0.0003674097,0.0003774662,0.000327319,0.00004140041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004794048,"about_ca_system_score_gemma":0.0005240888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005537378,"about_ca_topic_score_gemma":0.00183509,"domain_scores_codex":[0.999897,0.00002181568,0.000006337388,0.00002159955,0.00002021461,0.00003304001],"domain_scores_gemma":[0.9995531,0.0002242372,0.00008605737,0.0000292064,0.00004743244,0.00005990867],"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":[0.0003275638,0.0001407985,0.01146562,0.00005909825,0.00002778745,0.0009055373,0.0001564495,0.9667591,0.01600886,0.001453797,0.0001866543,0.002508757],"study_design_scores_gemma":[0.00001454868,0.00005214453,0.002069342,0.000002812969,0.000006722283,0.00003836143,0.00003931889,0.9960074,0.001571921,0.0001176872,0.00007189552,0.000008047483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935329,0.00006401174,0.005260168,0.00004892558,0.00001638911,0.00001176948,0.00005690348,0.00007333868,0.0009356972],"genre_scores_gemma":[0.9985805,0.00002076304,0.00115173,0.00000628438,0.00000339612,0.000006462027,0.00002772484,0.000003926489,0.0001992236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005537378,"threshold_uncertainty_score":0.01101035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328993651842769,"score_gpt":0.2136557759001705,"score_spread":0.2003658393817428,"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."}}