{"id":"W2080546346","doi":"10.1016/j.medengphy.2012.08.020","title":"Transitional flow analysis in the carotid artery bifurcation by proper orthogonal decomposition and particle image velocimetry","year":2012,"lang":"en","type":"article","venue":"Medical Engineering & Physics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Canada Foundation for Innovation","keywords":"Particle image velocimetry; Bifurcation; Flow (mathematics); Mathematics; Blood flow; Artery; Velocimetry; Mechanics; Physics; Cardiology; Medicine; Turbulence; Nonlinear system","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":[0.000713828,0.0003309251,0.000321092,0.0008859746,0.0002117422,0.0004446215,0.000137628,0.0002812315,0.0002880723],"category_scores_gemma":[0.0009812373,0.0002622113,0.0004936634,0.0003765049,0.0004194523,0.0003816472,0.0004827055,0.0003654534,0.00006492742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045592,"about_ca_system_score_gemma":0.0005141277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449706,"about_ca_topic_score_gemma":0.001012357,"domain_scores_codex":[0.9998001,0.00005679102,0.00001532372,0.0000302856,0.00007382024,0.00002362107],"domain_scores_gemma":[0.999777,0.00007808102,0.00004826672,0.00003553565,0.00004044166,0.00002066435],"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":[0.0007327033,0.0002270634,0.02118852,0.0001980852,0.00007689982,0.0002487815,0.000362369,0.1770543,0.7053167,0.008367985,0.0002380142,0.08598856],"study_design_scores_gemma":[0.00001322716,0.0001751231,0.01659339,0.000007220586,0.00002072932,0.00008710948,0.00003299918,0.9379119,0.04355153,0.001259956,0.0003187609,0.00002812498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.625625,0.0001698479,0.3732602,0.00003802083,0.00001769179,0.00005770412,0.00006939567,0.0001923823,0.0005697925],"genre_scores_gemma":[0.9140094,0.0001784698,0.08537757,0.000005799585,0.000006199172,0.00005631004,0.00007878349,0.00001962319,0.0002679509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001449706,"threshold_uncertainty_score":0.00377512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00346590409165164,"score_gpt":0.1944868162972341,"score_spread":0.1910209122055825,"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."}}