{"id":"W3035633240","doi":"10.2514/6.2020-2758","title":"Verification and Validation of a High-Fidelity Open-Source Simulation Tool for Supersonic Aircraft Aerodynamic Analysis","year":2020,"lang":"en","type":"article","venue":"AIAA AVIATION 2020 FORUM","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Supersonic speed; Aerodynamics; Solver; Aerospace engineering; Computer science; Airframe; 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":[0.0001865713,0.0001422581,0.0002625632,0.00009320791,0.00008797942,0.00008422718,0.0001488996,0.00007805649,0.00001773667],"category_scores_gemma":[0.000109035,0.0001680182,0.00009481905,0.0005973576,0.00001656288,0.0003663223,0.00005478794,0.00006926202,0.000004488262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008249073,"about_ca_system_score_gemma":0.00002434968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005042667,"about_ca_topic_score_gemma":0.00004646191,"domain_scores_codex":[0.9989268,0.00003010394,0.0004392797,0.0002791739,0.0001753869,0.0001492921],"domain_scores_gemma":[0.9993239,0.000173304,0.0001093328,0.0001596171,0.0001745579,0.00005925581],"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":[0.00003094054,0.00001538881,0.005290801,0.00006006725,0.0001573825,8.142488e-8,0.000190048,0.9837025,0.003225398,0.004505177,0.0000591167,0.002763059],"study_design_scores_gemma":[0.0004995582,0.00005618688,0.04773527,0.000006486387,0.0001854986,2.006409e-7,0.00005420435,0.9497256,0.0001966665,0.001229908,0.0001478963,0.0001625093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.479109,0.00002422789,0.5197382,0.0005819208,0.00004744666,0.0003252035,0.00009877418,0.0000642492,0.00001104214],"genre_scores_gemma":[0.9929737,0.00002365586,0.00522632,0.0001199724,0.00003856357,0.00003877097,0.001531286,0.00002831437,0.00001942335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5145119,"threshold_uncertainty_score":0.6851583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006199635268356,"score_gpt":0.238772749732849,"score_spread":0.2287107533801654,"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."}}