{"id":"W2782608423","doi":"10.1115/imece2017-71787","title":"Uncertainty Propagation for Ring-Based Vibratory MEMS Gyroscopes Under Random Input Angular Speed Fluctuation","year":2017,"lang":"en","type":"article","venue":"","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Wilfrid Laurier University","funders":"","keywords":"Gyroscope; Standard deviation; Monte Carlo method; Transient (computer programming); Control theory (sociology); Uncertainty quantification; Allan variance; Degrees of freedom (physics and chemistry); Computer science; Physics; Statistics; Mathematics; Artificial intelligence","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":[0.003108521,0.0006252311,0.0006344483,0.000647419,0.0003412441,0.0007257689,0.0007008734,0.0007183815,0.0004416833],"category_scores_gemma":[0.01042964,0.0003505031,0.0005074788,0.000470507,0.00100696,0.001156664,0.0007948391,0.0006970775,0.00006232798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008705437,"about_ca_system_score_gemma":0.0005137422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002528077,"about_ca_topic_score_gemma":0.001436229,"domain_scores_codex":[0.9985955,0.0004914904,0.00005755533,0.0002535424,0.0004872071,0.0001146728],"domain_scores_gemma":[0.9916629,0.006529033,0.0008882597,0.0002948903,0.000555229,0.0000697094],"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":[0.0001925755,0.00001650526,0.00220014,0.0001071129,0.00005251117,0.0002604948,0.0001620234,0.9507078,0.01442546,0.01694534,0.0001393658,0.01479076],"study_design_scores_gemma":[0.000001106876,0.00001801409,0.0003821098,0.000003491081,0.000004526179,0.00002753682,0.000008256035,0.9957643,0.002439083,0.00129619,0.00004763347,0.000007808149],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09722923,0.0003185972,0.9011793,0.0001180213,0.00001487777,0.00002476754,0.00005934035,0.000170798,0.0008850417],"genre_scores_gemma":[0.9773455,0.0002585543,0.02160083,0.00001957685,0.00001347647,0.00003206345,0.00005755135,0.00003065392,0.0006416954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003108521,"threshold_uncertainty_score":0.01643962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832316859574366,"score_gpt":0.2616694718366797,"score_spread":0.243346303240936,"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."}}