{"id":"W2159588823","doi":"10.1016/s0021-9290(06)84093-5","title":"On the relative importance of rheology for image-based CFD models of the carotid bifurcation","year":2006,"lang":"en","type":"article","venue":"Journal of Biomechanics","topic":"Blood properties and coagulation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computational fluid dynamics; Rheology; Mechanics; Newtonian fluid; Generalized Newtonian fluid; Non-Newtonian fluid; Viscosity; Bifurcation; Sensitivity (control systems); Shear rate; Shear stress; Shear thinning; Mathematics; Physics; Thermodynamics; Engineering; Nonlinear system","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":[0.0004187201,0.00006296763,0.0001943456,0.00007009706,0.0000386865,0.000002544585,0.00009552947,0.00006490917,0.00001203922],"category_scores_gemma":[0.00009528318,0.00003058647,0.0001659243,0.0001681595,0.00004588787,0.00005780251,0.00001023326,0.0001097102,2.304401e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003478683,"about_ca_system_score_gemma":0.0001253206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001659541,"about_ca_topic_score_gemma":0.000004860449,"domain_scores_codex":[0.9991874,0.00004480238,0.0004278769,0.0000566628,0.0002077093,0.00007561556],"domain_scores_gemma":[0.9984712,0.0001226497,0.000764643,0.0001718301,0.0004542294,0.00001546021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0019078,0.0006831515,0.0009849645,0.0002542599,0.0002688907,0.000002302221,0.0004529332,0.001948875,0.7199467,0.2664025,0.002977465,0.00417015],"study_design_scores_gemma":[0.002207831,0.00187526,0.000944652,0.0003123222,0.0003257081,0.00003687774,0.0001506245,0.1703069,0.6707419,0.1528958,0.0001256297,0.00007640573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8672554,0.0004153982,0.1236019,0.007749191,0.0002211613,0.0004889849,0.00001526463,0.000003513233,0.0002492316],"genre_scores_gemma":[0.9973443,0.00001164261,0.002190334,0.0002534477,0.00006287442,0.00000395669,0.00000240121,0.000008697491,0.0001223628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1683581,"threshold_uncertainty_score":0.124728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234717571950564,"score_gpt":0.2422692676171875,"score_spread":0.2199220918976818,"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."}}