{"id":"W2051410098","doi":"10.1115/1.4001791","title":"Parameter Uncertainty Modeling Using the Multidimensional Principal Curves","year":2010,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Parametric statistics; Mathematics; Mathematical optimization; Nonlinear system; Principal component analysis; Applied mathematics; Transfer function; Optimization problem; LTI system theory; Linear system; Mathematical analysis; Statistics","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":[0.001895887,0.0001736267,0.0003722413,0.00008498249,0.0001149551,0.00006657146,0.0001281427,0.00008180337,0.000004450085],"category_scores_gemma":[0.0001167414,0.0001078813,0.0001375407,0.0000654973,0.00002731923,0.0001240455,0.000007921244,0.0004171984,0.000001280275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009958223,"about_ca_system_score_gemma":0.0000515033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007017821,"about_ca_topic_score_gemma":0.00009407874,"domain_scores_codex":[0.998235,0.000116319,0.0006581458,0.0001000016,0.0006813273,0.0002091457],"domain_scores_gemma":[0.9990862,0.00007693875,0.000202484,0.0001593935,0.0003691645,0.0001058127],"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":[0.0001036284,0.00003122075,0.0007311066,0.0002538425,0.0006193328,0.000009173473,0.0001528842,0.6202985,0.3757248,0.00007045531,0.00006556504,0.001939508],"study_design_scores_gemma":[0.001518703,0.00003797817,0.0001815979,0.0003684761,0.0001201801,0.0003020542,0.000169316,0.9965975,0.00002693594,0.00001001838,0.00054013,0.0001270936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055161,0.00941986,0.08048042,0.0001523716,0.003884031,0.0004490607,0.000004508137,0.00004328267,0.00005031743],"genre_scores_gemma":[0.9994804,0.00006534618,0.00007793355,0.00005196634,0.0002808855,0.00001203471,2.145311e-7,0.00001970822,0.0000114679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.376299,"threshold_uncertainty_score":0.4399272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982898080806988,"score_gpt":0.2295264621057751,"score_spread":0.2096974812977052,"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."}}