{"id":"W2056026427","doi":"10.2514/6.2005-127","title":"Evaluation of Nearby Flows by a Shape Sensitivity Equation Method","year":2005,"lang":"en","type":"article","venue":"43rd AIAA Aerospace Sciences Meeting and Exhibit","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Sensitivity (control systems); Computer science; Engineering; Electronic engineering","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":[0.006878412,0.0001333527,0.0002047975,0.00006077611,0.0001435064,0.00004178767,0.00007780843,0.00005337382,0.00001580662],"category_scores_gemma":[0.001388396,0.0001253505,0.00003439363,0.0004059679,0.0001161065,0.0002445724,0.0000382248,0.0001049552,0.00000617481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006918146,"about_ca_system_score_gemma":0.00003621887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001022535,"about_ca_topic_score_gemma":0.000005808951,"domain_scores_codex":[0.9981338,0.000314726,0.0002647837,0.0002462614,0.0008284882,0.0002119665],"domain_scores_gemma":[0.9984947,0.00104429,0.0001073827,0.0001056329,0.0001846699,0.00006326068],"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":[0.000001469244,0.00001372056,0.00005343623,0.00002833369,0.000007520852,8.630904e-8,0.0004148334,0.7671704,0.04400044,0.0002863248,0.00007868597,0.1879448],"study_design_scores_gemma":[0.0001575534,0.00003327999,0.00007402695,0.00006761017,0.00003257851,0.000004577838,0.0001708963,0.9689155,0.0259712,0.004276285,0.0001599175,0.0001365704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3228425,0.0005773419,0.6732107,0.0002662585,0.0001111907,0.0001577696,0.000004602223,0.0001093013,0.002720263],"genre_scores_gemma":[0.4883104,0.00001449709,0.5115864,0.00002095748,0.00004461645,0.000005952503,0.000001016135,0.000008329556,0.000007887882],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2017451,"threshold_uncertainty_score":0.5111647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05428084789337286,"score_gpt":0.3440511832646162,"score_spread":0.2897703353712434,"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."}}