{"id":"W1984515479","doi":"10.1007/s11071-014-1409-y","title":"A control approach for vibrations of a nonlinear microbeam system in multi-dimensional form","year":2014,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Microbeam; Galerkin method; Nonlinear system; Control theory (sociology); Vibration; Beam (structure); Chaotic; Vibration control; Sliding mode control; Nonlinear control; Physics; Classical mechanics; Computer science; Acoustics; Optics; Control (management)","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":[0.0002432688,0.0001427026,0.0003228473,0.00005853676,0.00005174461,0.00001381188,0.0001457975,0.00008211503,0.00001291649],"category_scores_gemma":[0.00004058222,0.0001204677,0.0001574542,0.0001270858,0.0000372897,0.0000471581,0.0000367125,0.0001460216,0.000006121524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003916058,"about_ca_system_score_gemma":0.00005731212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000674448,"about_ca_topic_score_gemma":0.00002936994,"domain_scores_codex":[0.9989639,0.00002972913,0.0003977266,0.0002295866,0.0001304336,0.0002486304],"domain_scores_gemma":[0.9992879,0.0002079172,0.0001064544,0.0001855871,0.0001148084,0.00009733528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003371648,0.003061862,0.009983807,0.000487816,0.0001753666,7.793101e-7,0.00009961468,0.01579515,0.00387558,0.9482391,0.00003898148,0.01790481],"study_design_scores_gemma":[0.001994045,0.00007567899,0.0001052871,0.00003073175,0.0000248808,4.589057e-7,0.00006970407,0.996398,0.0003792358,0.000419653,0.0003763066,0.0001260675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09567268,0.000006276862,0.9024209,0.00004641157,0.00006478718,0.000510546,0.0005551737,0.0000206382,0.0007026242],"genre_scores_gemma":[0.7163469,1.048782e-7,0.2830051,0.00003503643,0.0001167157,0.00005298823,0.0003470986,0.00001845202,0.00007758626],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9806028,"threshold_uncertainty_score":0.491253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00985861742701481,"score_gpt":0.2388620394712616,"score_spread":0.2290034220442468,"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."}}