{"id":"W2115506926","doi":"10.1007/s11071-009-9567-z","title":"Nonlinear dynamics of a resonant gas sensor","year":2009,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Homoclinic orbit; Discretization; Nonlinear system; Mathematical analysis; Galerkin method; Mathematics; Floquet theory; Equations of motion; Microbeam; Bounded function; Classical mechanics; Physics; Bifurcation","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":[0.0001773791,0.0001781559,0.0004027927,0.0001838812,0.0004812287,0.000515348,0.0006746723,0.0007663592,0.002309327],"category_scores_gemma":[0.00041277,0.0002335238,0.0001812065,0.000140437,0.0009266465,0.000968475,0.0007218104,0.0004543664,0.0003796657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000467308,"about_ca_system_score_gemma":0.0003801941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769234,"about_ca_topic_score_gemma":0.001028354,"domain_scores_codex":[0.9998085,0.00002689726,0.000004551592,0.00004698537,0.00009523829,0.00001792335],"domain_scores_gemma":[0.9998825,0.0000519178,0.00001225199,0.000009778453,0.00002183918,0.000021751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006910228,0.0001862326,0.002661302,0.0001517191,0.00005596087,0.001155026,0.0005666057,0.1343573,0.7936172,0.04529713,0.001958789,0.01930169],"study_design_scores_gemma":[0.00003215581,0.0001377482,0.001554602,0.000005942517,0.000008141357,0.0001873663,0.00008017336,0.9621245,0.03087463,0.003476519,0.001486284,0.00003194156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227311,0.000403859,0.1323857,0.002269929,0.0002021002,0.0000892076,0.0002848186,0.0005990038,0.04103413],"genre_scores_gemma":[0.9822196,0.00008996451,0.009028795,0.00008885137,0.00002339602,0.00001683639,0.0000427976,0.00003547646,0.008454222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002309327,"threshold_uncertainty_score":0.007725477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00668967161423176,"score_gpt":0.2278480715690665,"score_spread":0.2211583999548347,"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."}}