{"id":"W2080710493","doi":"10.1115/imece2014-38957","title":"Application of Variational Iteration Method in Nonlinear Free Vibration Analysis of Multi-Layered Nano-Scale Graphene Sheets","year":2014,"lang":"en","type":"article","venue":"","topic":"Nonlocal and gradient elasticity in micro/nano structures","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Nonlinear system; Vibration; Galerkin method; Graphene; Boundary value problem; Mathematical analysis; Nano-; Equations of motion; Iterative method; Amplitude; Classical mechanics; Physics; Materials science; Mathematics; Composite material; Mathematical optimization; Acoustics; Nanotechnology; Optics","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":[0.0005529573,0.0001099515,0.000314189,0.000362375,0.00004331607,0.0000190506,0.0002126086,0.00008855879,0.0001932214],"category_scores_gemma":[0.0001198838,0.00009278541,0.00009011872,0.000826715,0.00005497585,0.0001690945,0.00004604367,0.0000408638,0.000003930342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001538068,"about_ca_system_score_gemma":0.00001767429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005088101,"about_ca_topic_score_gemma":0.001068163,"domain_scores_codex":[0.9986202,0.0001689927,0.000560139,0.0002716556,0.0002527946,0.0001262094],"domain_scores_gemma":[0.9990335,0.00019296,0.0002767525,0.0002890305,0.0001736955,0.00003405412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003195916,0.0001215644,0.008270823,0.00002145192,0.00003016713,2.680835e-8,0.0002153824,0.04231842,0.9413394,0.006401314,0.000005334851,0.001244153],"study_design_scores_gemma":[0.0003370982,0.00003034364,0.05761138,0.000004715599,0.00007838143,2.295049e-7,0.00001356872,0.4603816,0.4796175,0.001848032,0.000009533987,0.00006754965],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3766111,0.00000553621,0.6230215,0.00005316098,0.0000511035,0.0001122475,0.00007167734,0.00001200724,0.00006172864],"genre_scores_gemma":[0.6720824,9.953375e-7,0.327714,0.00003929138,0.00002135849,0.00001056638,0.0001181984,0.000003779312,0.000009418342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4617219,"threshold_uncertainty_score":0.3783679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008371986345933731,"score_gpt":0.2621735852193597,"score_spread":0.253801598873426,"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."}}