{"id":"W4402218334","doi":"10.1016/j.mechrescom.2024.104324","title":"Hybrid finite element theory in dynamic analysis of an imperfect plate","year":2024,"lang":"en","type":"article","venue":"Mechanics Research Communications","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Imperfect; Finite element method; Plate theory; Structural engineering; Element (criminal law); Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005895714,0.0005131447,0.0006184422,0.0008189927,0.0002670552,0.0005430088,0.0007956105,0.0008938267,0.00175383],"category_scores_gemma":[0.0006987736,0.0003543262,0.0006793817,0.0004659773,0.0008225247,0.0006236255,0.0005878597,0.0006166312,0.0004383037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003923517,"about_ca_system_score_gemma":0.0004823984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002203349,"about_ca_topic_score_gemma":0.001652843,"domain_scores_codex":[0.9997273,0.00008046436,0.00001307378,0.00003068308,0.0001283653,0.00002007444],"domain_scores_gemma":[0.9997959,0.0001109048,0.00001896422,0.00002599112,0.00004175773,0.000006633511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001973356,0.00001611098,0.00028681,0.0001039274,0.00002120367,0.00008066867,0.00008573757,0.9329609,0.01014657,0.04061285,0.0002138923,0.0154515],"study_design_scores_gemma":[0.000001481247,0.0000119076,0.00007614431,0.000009707187,0.000002584728,0.00002256438,0.00001163619,0.9944845,0.0009508781,0.003362261,0.001061834,0.000004549727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006680688,0.0002690224,0.9889933,0.00004886015,0.00002625464,0.00002031611,0.00002632785,0.00008050747,0.003854757],"genre_scores_gemma":[0.5879881,0.001424843,0.3952127,0.0001432375,0.00005723616,0.000355688,0.0002150847,0.0001362531,0.01446677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002203349,"threshold_uncertainty_score":0.005867183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251720226688064,"score_gpt":0.3493031528387976,"score_spread":0.3241311301699912,"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."}}