{"id":"W2890609830","doi":"10.1007/s13239-018-00374-2","title":"Real-World Variability in the Prediction of Intracranial Aneurysm Wall Shear Stress: The 2015 International Aneurysm CFD Challenge","year":2018,"lang":"en","type":"article","venue":"Cardiovascular Engineering and Technology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Norges Forskningsråd; Heart and Stroke Foundation of Canada","keywords":"Computational fluid dynamics; Shear stress; Aneurysm; Shear (geology); Geology; Materials science; Environmental science; Medicine; Engineering; Aerospace engineering; Composite material; Radiology","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":[0.01619995,0.0008777542,0.0008953477,0.001301533,0.0007202392,0.002363086,0.001386311,0.001665799,0.0009972046],"category_scores_gemma":[0.05889128,0.0003654003,0.0009363935,0.0008698969,0.001081631,0.001579002,0.002714869,0.001594339,0.0004932699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009796596,"about_ca_system_score_gemma":0.001482758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197782,"about_ca_topic_score_gemma":0.003837976,"domain_scores_codex":[0.990285,0.00416391,0.0007714711,0.00216127,0.002199399,0.0004190154],"domain_scores_gemma":[0.9380161,0.04442403,0.005004804,0.005036294,0.005472761,0.002045984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001417782,0.0005588052,0.707042,0.0008090774,0.0005798592,0.0006456504,0.003329792,0.05888458,0.003955288,0.002656892,0.024278,0.1958423],"study_design_scores_gemma":[0.0001063838,0.0008382611,0.707083,0.0008971572,0.0002720864,0.001930422,0.003425117,0.2417145,0.007699725,0.0112122,0.0243713,0.0004497856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463234,0.002988415,0.03716682,0.004755774,0.0005391977,0.000140884,0.004107024,0.0005343477,0.003444155],"genre_scores_gemma":[0.9761213,0.0005795746,0.01677381,0.0004520892,0.0003160844,0.0001258668,0.005117202,0.0001713303,0.0003428598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01619995,"threshold_uncertainty_score":0.08567458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009846205596632879,"score_gpt":0.2266322848450959,"score_spread":0.216786079248463,"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."}}