{"id":"W2072643303","doi":"10.1115/imece2002-39353","title":"The Variable Structure Filter","year":2002,"lang":"en","type":"article","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Filter (signal processing); Filter design; Computer science; Noise (video); Nonlinear filter; Stability (learning theory); Parametric statistics; Kernel adaptive filter; Adaptive filter; Mathematics; Algorithm; Statistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006392718,0.0005215831,0.0008227454,0.0006663892,0.0004743754,0.00110529,0.0009266086,0.001243579,0.004120255],"category_scores_gemma":[0.002011418,0.0002928963,0.0005609168,0.0005794714,0.0007394605,0.001732582,0.0007053401,0.001250094,0.002133959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005314022,"about_ca_system_score_gemma":0.0008917315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727097,"about_ca_topic_score_gemma":0.001280876,"domain_scores_codex":[0.9992668,0.0001242391,0.00002996911,0.0001867941,0.0003382536,0.00005386918],"domain_scores_gemma":[0.9994845,0.0001933114,0.00005541132,0.00009272767,0.0001521839,0.00002180709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001675742,0.00005371666,0.0006020121,0.0002267805,0.0000840404,0.0001880153,0.0001815631,0.05203792,0.03512647,0.357781,0.00752845,0.5460225],"study_design_scores_gemma":[0.0001218107,0.0004572262,0.0009296146,0.0001220679,0.0001071317,0.0008933792,0.00005314715,0.6438845,0.03574107,0.1545665,0.1629958,0.0001276621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009488019,0.000301481,0.9959309,0.00008301567,0.00009967165,0.00001409572,0.00002244134,0.0001937034,0.002405881],"genre_scores_gemma":[0.1882502,0.002402973,0.7857054,0.0006386109,0.0006523186,0.0002420207,0.0003102183,0.0001700336,0.02162815],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004120255,"threshold_uncertainty_score":0.01378363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00510498901399699,"score_gpt":0.1613893721831527,"score_spread":0.1562843831691557,"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."}}