{"id":"W2321121435","doi":"10.2514/6.2012-1927","title":"Design Optimization on \"white-box\" Uncovered by Metamodeling","year":2012,"lang":"en","type":"article","venue":"","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Metamodeling; Computer science; White box; Mathematical optimization; Software engineering; Mathematics","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":[0.00066618,0.0001020145,0.000114291,0.00006883843,0.0000994147,0.000143144,0.0002666375,0.00005509033,0.0000466626],"category_scores_gemma":[0.00002536809,0.00008296966,0.00003456386,0.0001874057,0.000004554408,0.0006533175,0.00003702546,0.00005315898,0.0001114366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003698784,"about_ca_system_score_gemma":0.00001966077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001287173,"about_ca_topic_score_gemma":9.659347e-8,"domain_scores_codex":[0.998943,0.0001254057,0.0002188952,0.0002050981,0.0002833632,0.0002242944],"domain_scores_gemma":[0.9993059,0.00009110265,0.00006292511,0.0003569955,0.00008123901,0.0001018455],"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":[0.000002753893,0.00002685479,0.00008616638,0.000001410213,0.000005390749,6.338841e-8,0.0002834114,0.9926449,0.0001067597,0.003758614,0.00220518,0.0008785058],"study_design_scores_gemma":[0.0001689391,0.00002100721,0.000001834911,0.000005508086,0.000002509664,0.000001079384,0.00001003009,0.9980615,0.000898511,0.00009143822,0.000624425,0.0001132331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004590157,0.00007837081,0.993825,0.0001676329,0.0003518358,0.0001256935,5.891002e-7,0.0002168132,0.004775004],"genre_scores_gemma":[0.6485482,0.000002075663,0.349927,0.0003291839,0.0000483589,0.000005723866,0.00000343689,0.000006233699,0.001129757],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6480892,"threshold_uncertainty_score":0.3383405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05862520501044458,"score_gpt":0.2621764511308747,"score_spread":0.2035512461204302,"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."}}