{"id":"W4388538703","doi":"10.1142/s0219455424502092","title":"Nonlinear Vibrations Analysis of Hyperelastic Cylindrical Shells Utilizing the Method of Multiple Scales","year":2023,"lang":"en","type":"article","venue":"International Journal of Structural Stability and Dynamics","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Hyperelastic material; Galerkin method; Vibration; RADIUS; Shell (structure); Nonlinear system; Mechanics; Spherical shell; Multiple-scale analysis; Ordinary differential equation; Inertia; Amplitude; Natural frequency; Physics; Normal mode; Hardening (computing); Differential equation; Mathematical analysis; Mathematics; Classical mechanics; Materials science; Optics; Acoustics; Composite material","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":[0.0003397033,0.00009313091,0.0003051299,0.0003460204,0.0000436036,0.00002691797,0.0002300712,0.00005513126,0.0000604711],"category_scores_gemma":[0.0002529479,0.00006502859,0.000250204,0.0006768088,0.0001186221,0.0001619417,0.00004839164,0.0001592581,3.604402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005965721,"about_ca_system_score_gemma":0.00002270019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002924507,"about_ca_topic_score_gemma":0.0004460137,"domain_scores_codex":[0.9987605,0.00005891292,0.0006521695,0.00008468275,0.0003575026,0.0000862339],"domain_scores_gemma":[0.9986281,0.0006451907,0.0002090601,0.0001061541,0.0003640629,0.00004736445],"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":[0.00004941515,0.00001943195,0.06566639,0.00002752982,0.001820854,0.000002604309,0.0005179356,0.9200535,0.00225946,0.00231723,0.000003900657,0.007261733],"study_design_scores_gemma":[0.000164348,0.00001842995,0.0999558,0.000008711198,0.0002868022,0.000009671354,0.0008619175,0.8975781,0.0003827191,0.0006768181,0.000004955961,0.00005175641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7478763,0.00004424489,0.2513344,0.0002190384,0.0001905502,0.00003452648,0.0001854785,0.0000135277,0.0001019109],"genre_scores_gemma":[0.9902603,0.00007077693,0.009558728,0.00001001894,0.00003710272,5.207037e-7,0.00005310831,0.000006143311,0.000003299042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.242384,"threshold_uncertainty_score":0.2651789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707001408025222,"score_gpt":0.2808905562220426,"score_spread":0.2638205421417904,"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."}}