{"id":"W2064844721","doi":"10.1115/detc2010-28899","title":"Stochastic Analysis of a Nonlinear MEMS Force Sensor","year":2010,"lang":"en","type":"article","venue":"","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nonlinear system; Bifurcation; Hopf bifurcation; Sensitivity (control systems); Microelectromechanical systems; Deflection (physics); Reliability (semiconductor); Computer science; Control theory (sociology); Engineering; Physics; Classical mechanics; Electronic engineering; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006564038,0.00006669843,0.0001951055,0.00005812774,0.00002083975,0.000007979537,0.00009038894,0.00002778793,0.005667672],"category_scores_gemma":[0.00002306502,0.00004675986,0.0001821416,0.0003281395,0.00002809888,0.00002029283,0.00003150811,0.0001197844,0.00004051174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000120576,"about_ca_system_score_gemma":0.00001257784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009856637,"about_ca_topic_score_gemma":0.00001704342,"domain_scores_codex":[0.9994645,0.000004826057,0.0001562625,0.0001238124,0.0001201424,0.0001304299],"domain_scores_gemma":[0.9995148,0.0001205807,0.00003706527,0.000170505,0.00004949571,0.000107534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002540199,0.000317425,0.004786084,0.000005983959,0.001193867,5.85298e-7,0.00005021782,0.0005754075,0.05617813,0.9175798,0.00006271632,0.01922441],"study_design_scores_gemma":[0.0009104579,0.0001472337,0.004517439,0.000008788725,0.002269257,2.591843e-7,0.000334281,0.9053397,0.05670812,0.02592121,0.003286731,0.0005564805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8357856,0.000001359236,0.1482416,0.00006908239,0.00005978256,0.00005979477,0.00003194982,0.00001334369,0.01573749],"genre_scores_gemma":[0.9940759,4.532473e-8,0.0040121,0.00002631824,0.00007289406,0.00000321584,0.00001272762,0.000004562379,0.001792234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9047644,"threshold_uncertainty_score":0.9952413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00788718572903965,"score_gpt":0.2522877193351484,"score_spread":0.2444005336061088,"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."}}