{"id":"W1488442155","doi":"","title":"Assessment of the solution and prediction algorithms during the optimization of fluid-structure interaction dynamic systems","year":2004,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eigenvalues and eigenvectors; Scheme (mathematics); Algorithm; Mathematical optimization; Process (computing); Computer science; Optimization problem; Applied mathematics; Mathematics; Mathematical analysis","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":[0.00004343399,0.0000611435,0.00007608547,0.00008269272,0.00008895632,0.00001781134,0.00005581693,0.00005821793,0.000007248284],"category_scores_gemma":[0.00001261404,0.00004489376,0.00002316126,0.0001653757,0.0000341355,0.00006998831,0.000006971618,0.00008602551,9.673715e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004021988,"about_ca_system_score_gemma":0.00007994253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472132,"about_ca_topic_score_gemma":0.004179978,"domain_scores_codex":[0.9995812,0.00001430345,0.00017005,0.00005954375,0.00009434597,0.00008055515],"domain_scores_gemma":[0.9997136,0.000007993873,0.00005451872,0.0001253848,0.00005615194,0.00004233193],"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":[3.489311e-7,0.000001372819,0.0003708616,0.00005259415,0.00002603023,1.842677e-7,0.00008986898,0.9841611,0.01512895,0.0000764404,0.000009808425,0.00008244651],"study_design_scores_gemma":[0.0001024838,0.00000536887,0.04887753,0.00003319888,0.00005252604,0.000008300401,0.0002567902,0.9505166,0.00009339187,0.00001404934,0.000003807454,0.00003588183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2794149,0.00005969828,0.7196332,0.00005070382,0.000458963,0.0001261884,0.0001324666,0.0000183973,0.0001055244],"genre_scores_gemma":[0.9988204,0.0000549671,0.001029223,0.000007355536,0.00002688814,0.000002731713,0.00002777746,0.000009067428,0.00002163683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7194055,"threshold_uncertainty_score":0.3737141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002863068229946241,"score_gpt":0.1893401159706775,"score_spread":0.1864770477407313,"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."}}