{"id":"W4400883653","doi":"10.1007/s11071-024-10020-3","title":"Flexural–torsional modal interaction in MEMS actuators initiated by minuscule asymmetry","year":2024,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Actuator; Bending; Amplitude; Physics; Stiffness; Bending stiffness; Rotation (mathematics); Modal; Plane (geometry); Microelectromechanical systems; Mechanics; Classical mechanics; Acoustics; Materials science; Optics; Geometry; Engineering; Mathematics","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":[0.0001200448,0.0001683059,0.0001736681,0.00009831275,0.00003915539,0.00007871797,0.0001314874,0.00009655212,0.0006581139],"category_scores_gemma":[0.00002243723,0.0001428582,0.0001207267,0.0003447107,0.00002917412,0.0001786703,0.00006669377,0.0004672515,0.0002200777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173952,"about_ca_system_score_gemma":0.00006233106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001566154,"about_ca_topic_score_gemma":0.00002742104,"domain_scores_codex":[0.9989161,0.00002858431,0.000273017,0.0002945265,0.000221296,0.0002664171],"domain_scores_gemma":[0.9995176,0.0001663312,0.00002992988,0.0001217733,0.00003065182,0.000133706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001726523,0.001418939,0.01063541,0.0001282489,0.0003068141,0.00006482146,0.0002209026,0.0003042273,0.001897345,0.364671,0.004558818,0.6156209],"study_design_scores_gemma":[0.0003179983,0.00006424823,0.000165609,0.00009265004,0.00002155544,0.000001582869,0.0002089906,0.9729572,0.001121386,0.01015098,0.01462197,0.0002758248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968964,0.00007730897,0.01924965,0.000558995,0.0008636341,0.0001599415,0.0003853974,0.00009774843,0.009643286],"genre_scores_gemma":[0.9968166,0.000004453781,0.001226053,0.00006883832,0.0002668348,0.00001205588,0.0007901426,0.00002841233,0.0007865839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.972653,"threshold_uncertainty_score":0.7205886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289322092562242,"score_gpt":0.28497378389203,"score_spread":0.2720805629664076,"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."}}