{"id":"W2996694508","doi":"10.1007/s10237-019-01278-3","title":"A Eulerian method to analyze wall shear stress fixed points and manifolds in cardiovascular flows","year":2019,"lang":"en","type":"article","venue":"Biomechanics and Modeling in Mechanobiology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Topological skeleton; Cardiac cycle; Mathematics; Vector field; Shear stress; Fixed point; Contraction (grammar); Mathematical analysis; Topology (electrical circuits); Geometry; Mechanics; Physics; Computer science; Artificial intelligence; Cardiology; Internal medicine; Combinatorics; Medicine","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":[0.0005108111,0.0001951968,0.0005489909,0.0004064057,0.00003997273,0.00001503698,0.00008352822,0.0002110414,0.00002833806],"category_scores_gemma":[0.00001590014,0.0001719546,0.00008999374,0.0002749724,0.000006734629,0.00002972659,0.00009661644,0.0001387153,0.00001762108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005351294,"about_ca_system_score_gemma":0.00003140012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006261514,"about_ca_topic_score_gemma":0.0001696304,"domain_scores_codex":[0.9986108,0.000104809,0.0002998634,0.0005630578,0.00009152059,0.0003299373],"domain_scores_gemma":[0.9994456,0.00003209941,0.00002893506,0.0003254251,0.00005122759,0.0001167739],"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":[0.001572043,0.001087449,0.004008967,0.0005974264,0.001068244,0.0003748254,0.002636535,0.005270898,0.8121688,0.07367104,0.00002187539,0.09752193],"study_design_scores_gemma":[0.002287751,0.000659759,0.0002928938,0.0001299824,0.0001228534,0.0001506831,0.0002355759,0.9860379,0.002703881,0.006525732,0.0005664059,0.0002865493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477899,0.0006711821,0.04953449,0.0009699992,0.0001199625,0.0007848064,0.00002118263,0.00002929454,0.00007918802],"genre_scores_gemma":[0.974026,0.0002497661,0.02508808,0.0004028835,0.00003551205,0.00007001848,0.00005027477,0.00002162367,0.00005586626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.980767,"threshold_uncertainty_score":0.7012104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468679205306618,"score_gpt":0.2744103230088413,"score_spread":0.2497235309557752,"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."}}