{"id":"W1497337477","doi":"10.1109/iscas.1994.409050","title":"Estimation of the stability margin of 2-D state-space discrete systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Estimation; Margin (machine learning); Stability (learning theory); State space; Control theory (sociology); Computer science; Mathematics; Statistics; Artificial intelligence; Engineering; Machine learning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002539614,0.00008891103,0.0002205066,0.00002136427,0.00001894416,0.000009973502,0.0001460812,0.00003883208,0.0001001124],"category_scores_gemma":[0.00006213216,0.00005853807,0.0000750645,0.0001456744,0.00006035807,0.00008640498,0.00001653654,0.0000599828,0.00000561388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000482467,"about_ca_system_score_gemma":0.000005308272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003014104,"about_ca_topic_score_gemma":0.00005580708,"domain_scores_codex":[0.999153,0.00006767496,0.0003602742,0.00008947024,0.0002089244,0.000120689],"domain_scores_gemma":[0.9993206,0.0001354078,0.00006730471,0.0004023227,0.00004751173,0.00002682577],"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":[0.00001750642,0.00004887928,0.008450075,0.001303565,0.00007851864,2.182743e-7,0.00207551,0.9719958,0.009057484,0.00303076,0.0005734941,0.003368212],"study_design_scores_gemma":[0.0002381131,0.00002122629,0.003233558,0.00005651909,0.00001084214,7.021567e-7,0.0004421047,0.9863506,0.0092125,0.0001122203,0.0002432721,0.00007833949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531876,0.00087705,0.03145345,0.0001423893,0.0004529454,0.000588218,0.00004298715,0.0001085445,0.01314683],"genre_scores_gemma":[0.9996238,0.000007617862,0.0000952863,0.000002082615,0.00001067983,0.00001552724,6.113454e-7,0.00000873522,0.0002356588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04643621,"threshold_uncertainty_score":0.2387113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336437520487118,"score_gpt":0.1859157054858191,"score_spread":0.1725513302809479,"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."}}