{"id":"W4210910702","doi":"10.1177/10775463211048971","title":"Multiple-input multiple-output robust vibration control for constrained gyroelastic solar panel considering parametric and un-modeled dynamic uncertainties","year":2022,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Control theory (sociology); Parametric statistics; Robustness (evolution); Vibration; Frequency domain; Vibration control; Robust control; State variable; Controller (irrigation); Engineering; Control system; Computer science; 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":[0.0005629155,0.0002713471,0.0005969334,0.0003309927,0.00044672,0.0001746539,0.0001146396,0.000117938,0.00005218861],"category_scores_gemma":[0.0007680602,0.0002352651,0.0001591235,0.0001876419,0.000100159,0.0004531404,0.00002370535,0.0003580864,7.100905e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007937854,"about_ca_system_score_gemma":0.00007686873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003460972,"about_ca_topic_score_gemma":0.00001202419,"domain_scores_codex":[0.9981393,0.0001862161,0.0008621553,0.0002173,0.0002944324,0.0003005936],"domain_scores_gemma":[0.9975147,0.001697832,0.0002890723,0.000106804,0.0002150098,0.0001765448],"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":[0.0009742902,0.00007930343,0.001977512,0.00007506002,0.0003960334,0.00001672228,0.000246681,0.9293033,0.0552137,0.0009008494,0.00007597528,0.0107406],"study_design_scores_gemma":[0.01350856,0.0006675938,0.003132586,0.00001890434,0.0001791844,0.0001491971,0.0004193267,0.9804915,0.0002979446,0.0006823728,0.0001960112,0.0002568742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1320644,0.001533626,0.8640056,0.001118037,0.0004263605,0.0006536184,0.00009644416,0.00008399265,0.00001785544],"genre_scores_gemma":[0.9955319,0.0001281194,0.003423698,0.0006149653,0.0001327628,0.00009739156,0.00002038486,0.00003033691,0.000020403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8634675,"threshold_uncertainty_score":0.9593831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613774227488449,"score_gpt":0.2050542120313086,"score_spread":0.1889164697564241,"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."}}