{"id":"W4407558133","doi":"10.29169/1927-5129.2025.21.07","title":"Optimal Design of a Biconvex Airfoil for a Supersonic Aircraft Using the Basin-Hopping and Exhaustive Search Methods","year":2025,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Advanced Multi-Objective Optimization Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Airfoil; Supersonic speed; Aerospace engineering; Computer science; Angle of attack; Environmental science; Geology; Aerodynamics; Acoustics; Aeronautics; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004662533,0.0001538144,0.0003532299,0.0004466885,0.0005208787,0.000171852,0.0009617221,0.00005163651,0.000003560255],"category_scores_gemma":[0.0002323422,0.0001042694,0.0000924328,0.001474912,0.0007323161,0.0005873457,0.0002238623,0.000224431,1.911419e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006169,"about_ca_system_score_gemma":0.000879763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005865912,"about_ca_topic_score_gemma":4.084544e-7,"domain_scores_codex":[0.9982362,0.0001966091,0.0004764493,0.0003392307,0.0004328532,0.0003186844],"domain_scores_gemma":[0.9974089,0.001493737,0.0003694277,0.0001940702,0.0004580657,0.00007584873],"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":[0.0001189514,0.00009768338,0.0001640845,0.00005404353,0.0001098517,0.000004221387,0.004503297,0.8477066,0.05682247,0.01634603,0.00004999012,0.07402276],"study_design_scores_gemma":[0.000766519,0.0002278819,0.0002126503,0.0000859647,0.00003452012,0.00004618834,0.003119744,0.9514605,0.04191708,0.00193375,0.00007090613,0.0001242805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009990412,0.0003623539,0.988138,0.0007035575,0.000231367,0.0004065124,0.000001113867,0.000012531,0.0001541831],"genre_scores_gemma":[0.1465149,0.0000331421,0.8531948,0.0001799104,0.00003787528,0.000009186893,4.04408e-8,0.000005320754,0.00002481015],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1365245,"threshold_uncertainty_score":0.4251981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.065701559064253,"score_gpt":0.377463104524327,"score_spread":0.311761545460074,"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."}}