{"id":"W1708954811","doi":"10.1115/imece2014-40012","title":"A Parametric Study of the Response of a Beam-Rigid-Body Microgyroscope","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cantilever; Gyroscope; Beam (structure); Parametric statistics; Rigid body; Eccentricity (behavior); Mechanics; Physics; Materials science; Acoustics; Classical mechanics; Optics; Mathematics","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":[0.0001671553,0.00007679176,0.0001635871,0.0001148862,0.00001768198,0.000002483157,0.0002189881,0.00004738947,0.000008514454],"category_scores_gemma":[0.000270787,0.00004841999,0.00003454895,0.0004852902,0.00004846409,0.00002915876,0.00006718893,0.00008629081,0.000002754471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144518,"about_ca_system_score_gemma":0.00000485858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002788758,"about_ca_topic_score_gemma":0.00001462276,"domain_scores_codex":[0.9995306,0.00001229476,0.0001787119,0.00008208624,0.00008865989,0.0001077073],"domain_scores_gemma":[0.9993382,0.0001743658,0.00003810426,0.0004136294,0.00002387732,0.00001189362],"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":[0.00004659625,0.0001193225,0.001255279,0.00002144189,0.00002503907,3.213775e-7,0.0001326779,0.00192286,0.9945725,0.0001576912,0.0002104877,0.001535778],"study_design_scores_gemma":[0.0004148749,0.0003450824,0.02472811,0.00001394565,0.00001159602,0.000001069251,0.0006077588,0.0002779585,0.972026,0.0002130847,0.0012865,0.00007400466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984994,0.00007702794,0.000483932,0.00001355182,0.00007769509,0.0001984104,0.000001354225,0.0001627053,0.0004859328],"genre_scores_gemma":[0.9985293,0.00001320497,0.001244589,0.000006459594,0.000004134682,0.00001098473,6.292347e-8,0.00001132195,0.0001799085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02347283,"threshold_uncertainty_score":0.197451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006719678868198084,"score_gpt":0.2239215905461087,"score_spread":0.2172019116779106,"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."}}