{"id":"W4206640004","doi":"10.2514/6.2022-1077","title":"Finite Element Simulation and Validation for Aerospace Applications: Stabilized Methods, Weak Dirichlet Boundary Conditions, and Discontinuity Capturing for Compressible Flows","year":2022,"lang":"en","type":"article","venue":"AIAA SCITECH 2022 Forum","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Airfoil; Transonic; Aerodynamics; NACA airfoil; Mach number; Finite element method; Aerospace engineering; Discontinuity (linguistics); Computer science; Compressible flow; Mechanics; Compressibility; Engineering; Mathematics; Physics; Structural engineering; Mathematical analysis; Reynolds number; Turbulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374096,0.0005177892,0.0003799984,0.0005487956,0.000391744,0.0008259991,0.0009776135,0.001092996,0.003439534],"category_scores_gemma":[0.003044797,0.0003159907,0.0003872156,0.0002868229,0.0007806947,0.0006257488,0.00099899,0.0009465727,0.0007462149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004187204,"about_ca_system_score_gemma":0.0008778952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002045136,"about_ca_topic_score_gemma":0.001846357,"domain_scores_codex":[0.9994251,0.000198437,0.00002703257,0.00003768113,0.0002880462,0.00002369644],"domain_scores_gemma":[0.9990885,0.0004077318,0.0000787135,0.0001467176,0.0002342415,0.00004408396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001498203,0.0001300492,0.001904727,0.0002085863,0.00003533862,0.0001504784,0.0001358703,0.8381074,0.05596101,0.03088653,0.001749656,0.07058048],"study_design_scores_gemma":[0.000008290767,0.00002037916,0.0001163031,0.00001399576,0.000001841066,0.00001716688,0.000008309171,0.9914708,0.005464747,0.001310489,0.001562855,0.000004945033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02014291,0.000175328,0.9752465,0.0001281881,0.00005464968,0.00009155844,0.00008807021,0.0005929002,0.003479844],"genre_scores_gemma":[0.4635516,0.0003309855,0.5302932,0.0001259956,0.00003979412,0.0004227087,0.0003762047,0.0003222121,0.004537364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003439534,"threshold_uncertainty_score":0.01150644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264780998312117,"score_gpt":0.2995097377425815,"score_spread":0.2868619277594603,"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."}}