{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008633908,0.0002566389,0.0003583895,0.0001564261,0.00004578934,0.00001378439,0.0002777598,0.000248234,0.00001040709],"category_scores_gemma":[0.00006953036,0.000247689,0.000113428,0.0003431524,0.00008796823,0.0001034341,0.0000452624,0.000379267,0.00001756219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001856276,"about_ca_system_score_gemma":0.00002450043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001011605,"about_ca_topic_score_gemma":0.0002142404,"domain_scores_codex":[0.9987785,0.000004567805,0.0003905749,0.0002291831,0.0002025858,0.0003945979],"domain_scores_gemma":[0.9992222,0.00004369048,0.00007340404,0.0005044202,0.0000854784,0.00007076176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001233407,0.0005764325,0.0005134078,0.0003155818,0.0001459542,0.0001778985,0.0002451307,0.03625194,0.07847522,0.01394357,0.0003962739,0.8688353],"study_design_scores_gemma":[0.0003454949,0.0001706368,0.0002271615,0.00005890963,0.00001899866,0.00002383643,0.00018639,0.9852691,0.007671154,0.001807383,0.003913397,0.0003075028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9697307,0.0003369389,0.02446348,0.0005752968,0.0003151587,0.000249366,0.000270619,0.00124125,0.002817218],"genre_scores_gemma":[0.4068598,0.002686877,0.5885154,0.0001318023,0.0003201937,0.00001065237,0.0004561835,0.0001676804,0.0008513957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9490172,"threshold_uncertainty_score":0.9999976,"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."}}