{"id":"W2141415194","doi":"10.1177/1077546309106521","title":"Dynamics and Global Stability of Beam-based Electrostatic Microactuators","year":2010,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Physics; Bistability; Mathematical analysis; Bifurcation; Classical mechanics; Mathematics; Nonlinear system; Quantum mechanics","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":[0.0001794047,0.00005951469,0.0001672009,0.00001615019,0.00002841811,0.00002429363,0.00003896495,0.00002865604,0.0001146177],"category_scores_gemma":[0.00004295778,0.0000432797,0.00005248435,0.00004377385,0.00004652329,0.00007303619,0.000005381274,0.0001371725,2.678295e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007261936,"about_ca_system_score_gemma":0.00007063866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007792973,"about_ca_topic_score_gemma":0.000009402765,"domain_scores_codex":[0.9994759,0.00002358527,0.0002587429,0.00005813315,0.0001050831,0.00007857329],"domain_scores_gemma":[0.9994636,0.0001062186,0.0001741898,0.00004682767,0.0000988193,0.0001103907],"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":[0.0007046817,0.0004925777,0.2339956,0.0000492448,0.0001583707,0.000001711158,0.00006732125,0.00001382314,0.2863534,0.3984413,0.00003178767,0.0796902],"study_design_scores_gemma":[0.02018967,0.003232709,0.1993682,0.00009650963,0.0006266754,0.00002327149,0.0007864197,0.3198966,0.2643486,0.1901352,0.0005354446,0.000760722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8627871,0.00002251845,0.1363045,0.0006454041,0.00004367573,0.00005538862,0.00002295278,0.000001388528,0.0001170695],"genre_scores_gemma":[0.9989372,0.000001089324,0.0009037062,0.0001068734,0.00004456525,6.949699e-7,0.000001630009,0.000002224404,0.000001944937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3198828,"threshold_uncertainty_score":0.1764895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003105455222007121,"score_gpt":0.2177758598112779,"score_spread":0.2146704045892708,"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."}}