{"id":"W2157984475","doi":"10.1115/1.4002835","title":"Modeling MEMS Resonators Past Pull-In","year":2011,"lang":"en","type":"article","venue":"Journal of Computational and Nonlinear Dynamics","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Galerkin method; Damper; Nonlinear system; Microelectromechanical systems; Beam (structure); Mechanics; Partial differential equation; Control theory (sociology); Ordinary differential equation; Differential equation; Harmonic balance; Resonator; Natural frequency; Physics; Vibration; Structural engineering; Engineering; Mathematical analysis; Acoustics; Mathematics; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002252831,0.0004736773,0.000387067,0.00024646,0.0003330685,0.0004946176,0.0009010874,0.0009840778,0.001403819],"category_scores_gemma":[0.0006076897,0.0003436522,0.000498818,0.0001351061,0.000640093,0.001098625,0.0004886674,0.000661846,0.0003856546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005060652,"about_ca_system_score_gemma":0.000446095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001933227,"about_ca_topic_score_gemma":0.001189176,"domain_scores_codex":[0.9998385,0.00002518537,0.000006542043,0.00004255444,0.00006712865,0.00002008639],"domain_scores_gemma":[0.9998453,0.00004964938,0.00003898875,0.00002701728,0.00002683371,0.00001223149],"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":[0.00005234159,0.00005577485,0.0009815926,0.00007782106,0.00002634969,0.0004425102,0.0002097881,0.8581448,0.1117929,0.02159682,0.0001973097,0.006422001],"study_design_scores_gemma":[0.000003526364,0.00002756055,0.0002190104,0.000002096063,0.000003395342,0.00003301763,0.00001148951,0.9936699,0.004352249,0.001089236,0.0005834427,0.000005014116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.362086,0.0003968533,0.6232235,0.0003577006,0.00008828609,0.00009879882,0.0001669829,0.0002784147,0.0133035],"genre_scores_gemma":[0.9571034,0.0003932939,0.03050114,0.00007312362,0.00003020869,0.0001043531,0.00009680417,0.0000734038,0.01162426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001933227,"threshold_uncertainty_score":0.00469619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452988825182852,"score_gpt":0.2217929184819375,"score_spread":0.207263030230109,"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."}}