{"id":"W2075992614","doi":"10.1115/sbc2012-80509","title":"CFD Challenge: Solutions Using the In-House Finite-Element-Based Solver NEWTETR","year":2012,"lang":"en","type":"article","venue":"ASME 2012 Summer Bioengineering Conference, Parts A and B","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pulsatile flow; Solver; Computational fluid dynamics; Finite element method; Mechanics; Inlet; Steady state (chemistry); Flow (mathematics); Sensitivity (control systems); Pressure drop; Materials science; Current (fluid); Computer science; Mechanical engineering; Physics; Thermodynamics; Engineering; Electronic engineering; Chemistry; 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":[0.0002233308,0.0002582892,0.0002845595,0.0001499555,0.0001286458,0.0000304512,0.00007877823,0.0001045543,0.0002020045],"category_scores_gemma":[0.00004407842,0.0001838889,0.00007639171,0.0001657965,0.0001184921,0.0002027275,0.00006428087,0.0002153328,0.00004174703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006353424,"about_ca_system_score_gemma":0.00009684246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001076993,"about_ca_topic_score_gemma":0.00003487616,"domain_scores_codex":[0.9985299,0.0000346609,0.000300953,0.000233171,0.000209954,0.0006913753],"domain_scores_gemma":[0.9991938,0.0001010461,0.0000649604,0.0003453961,0.00005162118,0.0002431079],"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":[0.0002454474,0.002840049,0.958557,0.000531843,0.0008313435,0.0002049991,0.004527216,0.002753588,0.005130956,0.008257556,0.003749328,0.01237064],"study_design_scores_gemma":[0.01207706,0.001185321,0.320809,0.001218073,0.001957164,0.0002683052,0.002364131,0.4773382,0.002864777,0.0001168226,0.1775491,0.002252084],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516931,0.007348148,0.03287845,0.003579327,0.0009567452,0.001388417,0.00002999405,0.0004636356,0.001662161],"genre_scores_gemma":[0.9978853,0.0001332993,0.001215549,0.0001943896,0.0001547148,0.00004727316,0.00001430519,0.00004397591,0.0003111445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6377481,"threshold_uncertainty_score":0.749877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07692839185613735,"score_gpt":0.2959560167220447,"score_spread":0.2190276248659074,"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."}}