{"id":"W2809955103","doi":"10.1007/978-94-024-1542-1_7","title":"Nonlinearities in Nano- and Microsystems","year":2018,"lang":"en","type":"book-chapter","venue":"Solid mechanics and its applications","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Ontario Institute of Technology","funders":"","keywords":"Microsystem; Nonlinear system; Vibration; Nano-; Duffing equation; Resonator; Physics; Quadratic equation; Classical mechanics; Nanotechnology; Materials science; Mathematics; Acoustics; Optoelectronics; Quantum mechanics; Geometry","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":[0.0002430981,0.001018512,0.0006259209,0.001169331,0.0007006914,0.001713136,0.0008372798,0.0009705446,0.01762108],"category_scores_gemma":[0.0004712116,0.0003855246,0.0002294734,0.001220885,0.00141536,0.002997211,0.001150353,0.00182225,0.0088354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073613,"about_ca_system_score_gemma":0.0007691617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004897112,"about_ca_topic_score_gemma":0.0009688344,"domain_scores_codex":[0.9997714,0.00002797246,0.000006833082,0.00003508075,0.0001433998,0.00001539326],"domain_scores_gemma":[0.9998406,0.00008228613,0.000008428478,0.00001752372,0.00003751526,0.00001358277],"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":[0.00002320899,0.00008392405,0.00005856642,0.001197698,0.00001397658,0.00006486608,0.0003749515,0.0017847,0.006374491,0.5306545,0.1274094,0.3319598],"study_design_scores_gemma":[0.000004042701,0.00001810749,0.0001273564,0.0003333121,0.000006286852,0.0001330131,0.00006392226,0.001540866,0.001913833,0.1394102,0.8564364,0.00001272026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002611547,0.2919162,0.02766275,0.003462906,0.006153431,0.00004581724,0.0001083852,0.0002927399,0.6677462],"genre_scores_gemma":[0.02130376,0.1239166,0.008806997,0.0008656299,0.003832492,0.00009342519,0.0001413945,0.0002108427,0.840829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01762108,"threshold_uncertainty_score":0.05894834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292324145121268,"score_gpt":0.248695068769304,"score_spread":0.2357718273180913,"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."}}