{"id":"W2117869186","doi":"10.1002/aic.14000","title":"Active fault isolation of nonlinear process systems","year":2012,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fault detection and isolation; Nonlinear system; Fault (geology); Process (computing); Residual; Control theory (sociology); Actuator; Stuck-at fault; Engineering; Isolation (microbiology); Operating point; Computer science; Control engineering; Control (management); Algorithm; Electronic engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000219285,0.00007629527,0.0001407128,0.00007184954,0.00004279909,0.0000228194,0.00006299742,0.00006782167,0.00002373634],"category_scores_gemma":[0.0000240869,0.00006444346,0.00004810953,0.0001091244,0.000007317029,0.0003103551,0.000003147295,0.0002032717,0.00003057915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005083185,"about_ca_system_score_gemma":0.00001225454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007540933,"about_ca_topic_score_gemma":0.000001399058,"domain_scores_codex":[0.9993508,0.00003125524,0.0002491867,0.00003535665,0.0001671178,0.000166281],"domain_scores_gemma":[0.9996403,0.00002010508,0.00009225685,0.00006491778,0.00009207059,0.0000903476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003689488,0.0004135909,0.02361629,0.001375712,0.001535767,0.00001205933,0.01934419,0.4369375,0.4514565,0.0003724371,0.006454252,0.05811268],"study_design_scores_gemma":[0.001558796,0.000126562,0.006139978,0.000211823,0.00008205945,0.0007423456,0.004891907,0.9318421,0.02797997,0.00002793779,0.02602523,0.0003712145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713292,0.001568595,0.01824071,0.00002587747,0.002625084,0.0001506744,0.000006349303,0.0001021845,0.005951396],"genre_scores_gemma":[0.9989468,0.00002242583,0.00008111192,0.000006926219,0.0008137262,0.000005384824,8.439312e-7,0.00001542824,0.0001072999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4949046,"threshold_uncertainty_score":0.2627928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009085555628369137,"score_gpt":0.2414430852314249,"score_spread":0.2323575296030558,"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."}}