{"id":"W2330784219","doi":"10.2514/6.2007-2210","title":"Nonlinear Instabilities in a Single-axis Vibratory Gyroscope","year":2007,"lang":"en","type":"article","venue":"48th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gyroscope; Nonlinear system; Control theory (sociology); Physics; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004904952,0.0008950359,0.001189266,0.0002537299,0.0003169834,0.0005016042,0.0006814783,0.000401981,0.002791437],"category_scores_gemma":[0.0001512279,0.0007522356,0.0001793126,0.0003056348,0.0006265339,0.0005569746,0.000445968,0.0006292469,0.00002117673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001746419,"about_ca_system_score_gemma":0.0002215072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511443,"about_ca_topic_score_gemma":0.001203827,"domain_scores_codex":[0.995334,0.0001902268,0.001355764,0.001173359,0.0005726433,0.001374027],"domain_scores_gemma":[0.9978166,0.0002813343,0.0003820076,0.0006761873,0.0002376796,0.0006062079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006317963,0.0001152466,0.00719974,0.0003894257,0.0001554501,0.00004871428,0.0008640992,0.00001403991,0.04925486,0.8489623,0.00005262045,0.09231173],"study_design_scores_gemma":[0.006594509,0.001285765,0.1730855,0.0006054923,0.0002595486,0.00007346812,0.003908434,0.007422349,0.2118725,0.5855221,0.004312556,0.005057787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915686,0.0001857368,0.001900884,0.0001416362,0.00165123,0.0007005843,0.001210291,0.0001268666,0.002514173],"genre_scores_gemma":[0.9940031,0.0000355745,0.004329281,0.0002223581,0.0006105348,0.00002617056,0.0004224185,0.00007754444,0.0002730741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2634402,"threshold_uncertainty_score":0.9994929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123905379811108,"score_gpt":0.2394618176246816,"score_spread":0.2282227638265705,"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."}}