{"id":"W2809262272","doi":"10.3390/vibration1010006","title":"Stochastic Stability of a Class of MEMS-Based Vibratory Gyroscopes under Input Rate Fluctuations","year":2018,"lang":"en","type":"article","venue":"Vibration","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gyroscope; Control theory (sociology); Lyapunov exponent; Noise (video); Parametric statistics; Stability (learning theory); Nonlinear system; Discretization; Mathematics; Statistical physics; Physics; Applied mathematics; Mathematical analysis; Computer science; Statistics","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":[0.000470531,0.0002752169,0.0003215073,0.0002247217,0.0001851444,0.0002662057,0.0002827149,0.0002841807,0.0002042327],"category_scores_gemma":[0.001314723,0.0001048463,0.0001874332,0.0001437027,0.0003989747,0.0001762226,0.0002369848,0.0001675771,0.00004194725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003083586,"about_ca_system_score_gemma":0.0001943375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007624192,"about_ca_topic_score_gemma":0.0006223142,"domain_scores_codex":[0.9997925,0.00003879795,0.00001123547,0.00004365866,0.00008598224,0.00002786812],"domain_scores_gemma":[0.9993661,0.0003079282,0.0001702679,0.00005785469,0.00007129073,0.00002664179],"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":[0.0005316637,0.00007949977,0.01005766,0.000164573,0.00008175245,0.0004192922,0.0002518188,0.508983,0.4571081,0.00555587,0.0002198719,0.01654689],"study_design_scores_gemma":[0.000007076794,0.0001589156,0.004664526,0.000004757409,0.00000815567,0.00005413099,0.00001503545,0.9528142,0.04175645,0.0003496191,0.0001564281,0.00001061707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735584,0.0001782024,0.02535645,0.00005883709,0.000009291454,0.00001442548,0.00004360816,0.00008405597,0.0006967458],"genre_scores_gemma":[0.9987562,0.00002962609,0.001101005,0.000002973542,0.000001491881,0.000005710477,0.0000126368,0.000002379131,0.00008783128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007624192,"threshold_uncertainty_score":0.002488434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949096567716957,"score_gpt":0.2641360957151461,"score_spread":0.2446451300379766,"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."}}