{"id":"W2048372414","doi":"10.2316/journal.201.2008.4.201-1920","title":"OBSERVER DESIGN FOR A CLASS OF SWITCHED NONLINEAR SYSTEMS","year":2008,"lang":"en","type":"article","venue":"Control and Intelligent Systems","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Class (philosophy); Nonlinear system; Observer (physics); Computer science; Control engineering; Engineering; Artificial intelligence; Control (management); Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006319153,0.0002759933,0.0008394669,0.00009464729,0.00009138679,0.00004208066,0.0001944806,0.0001851033,0.00000370575],"category_scores_gemma":[0.00009339982,0.0002344394,0.0001736357,0.0001111837,0.00008264481,0.0001152364,0.00001062383,0.0001050739,0.00001254767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007297046,"about_ca_system_score_gemma":0.00004177813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001891526,"about_ca_topic_score_gemma":0.000004948665,"domain_scores_codex":[0.99814,0.0001180875,0.0008755569,0.00026937,0.0002341917,0.0003628335],"domain_scores_gemma":[0.9985449,0.0005861347,0.0001397316,0.0003401136,0.0002460033,0.0001431244],"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":[0.001637048,0.0003377928,0.009606666,0.008074256,0.002444315,0.00003475964,0.003833906,0.902497,0.05070265,0.008915426,0.008513327,0.003402835],"study_design_scores_gemma":[0.001887355,0.0002756665,0.0002690881,0.0002158649,0.00007277162,0.0000509598,0.0006685011,0.9694846,0.0007926512,0.00002435446,0.02594585,0.0003122947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.118609,0.03767588,0.8355874,0.00004992911,0.00305465,0.003942213,0.0001391112,0.0003022405,0.0006396022],"genre_scores_gemma":[0.9983486,0.0002557692,0.0001563398,0.00001715559,0.0003908587,0.0004659506,0.000006941692,0.00004287265,0.0003155103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8797396,"threshold_uncertainty_score":0.9560162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04503451084119327,"score_gpt":0.2261131838989274,"score_spread":0.1810786730577342,"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."}}