{"id":"W2115151212","doi":"10.1109/cdc.2007.4434810","title":"Stability in the presence of persistent plant changes","year":2007,"lang":"en","type":"article","venue":"","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Nonlinear system; Set (abstract data type); Stability (learning theory); Computer science; Mathematical optimization; Mathematics; Control (management); Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009701491,0.00005116198,0.00009763726,0.00002414239,0.000009971135,0.000005058284,0.0001403506,0.00002894985,0.00003526942],"category_scores_gemma":[0.00003760831,0.00003224354,0.00004907844,0.00009041864,0.00002954835,0.00002460959,0.000007457661,0.00005851963,0.000001703323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002757936,"about_ca_system_score_gemma":0.000004131091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002233432,"about_ca_topic_score_gemma":0.00314529,"domain_scores_codex":[0.9994831,0.00002730095,0.0001467207,0.0000667763,0.0001385376,0.0001375745],"domain_scores_gemma":[0.9994429,0.0003202975,0.00001093176,0.0001939503,0.00001503589,0.0000168715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001047733,0.001385035,0.4889349,0.004287145,0.0006379777,0.00009232629,0.2269519,0.06528181,0.09576648,0.03348591,0.003967574,0.07816119],"study_design_scores_gemma":[0.003343659,0.0008936694,0.4499757,0.0003037026,0.00008964819,0.00005178384,0.2190125,0.2367276,0.05294694,0.0007679043,0.03472306,0.001163877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805189,0.0005744237,0.0007547293,0.0002353049,0.0001234771,0.000245389,0.000007105312,0.00003868607,0.01750192],"genre_scores_gemma":[0.9998896,0.00000680108,0.00002911116,0.00002552097,0.00002504928,0.000008717268,7.383322e-7,0.000002558276,0.00001196903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714458,"threshold_uncertainty_score":0.1755146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831582424771856,"score_gpt":0.2160395147957156,"score_spread":0.1877236905479971,"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."}}