{"id":"W2019458399","doi":"10.1115/detc2014-35553","title":"Vibration Analysis and Multi-Objective Optimization of Stiffened Triangular Plate","year":2014,"lang":"en","type":"article","venue":"","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibration; Deflection (physics); Galerkin method; Orthotropic material; Plate theory; Nonlinear system; Structural engineering; Mathematics; Finite element method; Acoustics; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003821691,0.0005938086,0.0004147812,0.0003462285,0.0002082392,0.0003535439,0.000330531,0.0006650644,0.001074283],"category_scores_gemma":[0.000493417,0.0002231919,0.0004108652,0.0002078613,0.0004329073,0.0002839188,0.0003217039,0.0002815875,0.00010185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002959193,"about_ca_system_score_gemma":0.000352319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798347,"about_ca_topic_score_gemma":0.001357585,"domain_scores_codex":[0.999896,0.00003606535,0.00000335485,0.00001998621,0.00003114039,0.00001348575],"domain_scores_gemma":[0.9998405,0.00009592537,0.00002247152,0.000007470607,0.0000246564,0.000008893217],"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":[0.00002370542,0.0000097517,0.000165748,0.00003116951,0.00001137687,0.00004618705,0.00001360805,0.9904916,0.005267544,0.000780309,0.00003483842,0.003124174],"study_design_scores_gemma":[0.000002163165,0.00001674595,0.00009160143,0.000001106638,0.000001884843,0.000004114412,0.000005038852,0.9992218,0.0004416311,0.00017148,0.0000408273,0.000001561762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3175303,0.0004533622,0.6761695,0.0001769069,0.00003637447,0.00003277624,0.00004236681,0.0001064655,0.005451975],"genre_scores_gemma":[0.9617808,0.0001355742,0.03558216,0.00002261737,0.000007887024,0.00004119037,0.00003311476,0.00002818833,0.002368405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001798347,"threshold_uncertainty_score":0.003593862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005338627250491381,"score_gpt":0.1997251896848672,"score_spread":0.1943865624343758,"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."}}