{"id":"W1979251906","doi":"10.1115/1.4004408","title":"Accurate Prediction of Wall Shear Stress in a Stented Artery: Newtonian Versus Non-Newtonian Models","year":2011,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Montreal Heart Institute","funders":"","keywords":"Shear stress; Mechanics; Newtonian fluid; Non-Newtonian fluid; Generalized Newtonian fluid; Blood viscosity; Shear rate; Nonlinear system; Materials science; Stress (linguistics); Viscosity; Composite material; Physics; Medicine; Cardiology","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":[0.000202223,0.0001232763,0.0003419516,0.0004070655,0.00001063887,0.000007361634,0.0001072349,0.0001057187,0.00006845257],"category_scores_gemma":[0.0001012115,0.0001086452,0.0002024507,0.000270636,0.00001296213,0.0001908485,0.00003427636,0.0002753533,0.000002186442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001002882,"about_ca_system_score_gemma":0.00005543242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005058302,"about_ca_topic_score_gemma":0.00001037109,"domain_scores_codex":[0.9987688,0.00001284391,0.0006969041,0.0001046877,0.0002264874,0.0001902662],"domain_scores_gemma":[0.9992861,0.00005994515,0.000180988,0.0001525117,0.0001420187,0.0001783964],"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":[0.01502343,0.01050489,0.006139178,0.002754695,0.002796409,0.004145126,0.005047898,0.0947969,0.82851,0.003521771,0.0005936032,0.02616603],"study_design_scores_gemma":[0.007001794,0.004605564,0.01534188,0.002538773,0.0002285173,0.0002678739,0.0002953624,0.9511939,0.01812007,0.0001208683,0.0001269066,0.000158505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.851906,0.0001726983,0.1465835,0.0001786027,0.0008059527,0.0001749488,0.0000330904,0.00002092353,0.0001243082],"genre_scores_gemma":[0.9934633,0.0001030726,0.006293096,0.00001091959,0.00008659371,0.000002779069,0.000004766468,0.00001852647,0.00001690237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.856397,"threshold_uncertainty_score":0.4430421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04702133827302181,"score_gpt":0.2596975379152086,"score_spread":0.2126761996421868,"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."}}