{"id":"W7133042565","doi":"","title":"An adjoint method augmented with grid sensitivities for aerodynamic optimization","year":2006,"lang":"","type":"dissertation","venue":"TSpace","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada; Library and Archives Canada","funders":"","keywords":"Adjoint equation; Curse of dimensionality; Grid; Aerodynamics; Elasticity (physics); Function (biology); Navier–Stokes equations; Unstructured grid","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":[0.0008219625,0.0004417957,0.0005389022,0.0005218469,0.0004018856,0.0007064894,0.0005233916,0.0006678123,0.003958351],"category_scores_gemma":[0.001852447,0.0003945596,0.0004833865,0.0004822796,0.0004910635,0.0006983748,0.001039639,0.001437874,0.0009886642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691946,"about_ca_system_score_gemma":0.0008080043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065383,"about_ca_topic_score_gemma":0.001428373,"domain_scores_codex":[0.9995638,0.0001324022,0.00001312779,0.00003317558,0.0002336498,0.00002385133],"domain_scores_gemma":[0.9994873,0.0002409381,0.00002861192,0.00007080169,0.0001479368,0.00002439581],"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":[0.00008538979,0.00009310979,0.0005988198,0.0001496841,0.00004915632,0.0001429737,0.0001069186,0.610703,0.02007533,0.149793,0.005946282,0.2122563],"study_design_scores_gemma":[0.000006714943,0.00001404646,0.00006079567,0.000006562733,0.000003854031,0.00002743086,0.000003740852,0.9840625,0.001425221,0.009887806,0.004494185,0.000007218814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002270943,0.00008988675,0.9942994,0.00005633526,0.00006525875,0.00001802724,0.00002352142,0.0003636149,0.002813083],"genre_scores_gemma":[0.128059,0.0001897077,0.8646206,0.00009608796,0.00005850192,0.0001298905,0.0001084996,0.0003148002,0.006422851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003958351,"threshold_uncertainty_score":0.01324201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006353026536673292,"score_gpt":0.2936145651827189,"score_spread":0.2872615386460456,"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."}}