{"id":"W3022939854","doi":"10.1016/b978-008044485-7/50235-9","title":"Detection and Isolation of Model-Plant Mismatch for Multivariate Dynamic Systems","year":2007,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Isolation (microbiology); Multivariate statistics; Scheme (mathematics); Computer science; Control theory (sociology); Mathematics; Artificial intelligence; Machine learning; Control (management)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002430393,0.0002973556,0.0004856837,0.0002132909,0.00005431205,0.00002803163,0.00006613381,0.0004230976,0.000002139693],"category_scores_gemma":[0.000005179625,0.0003013774,0.0001268634,0.00000932559,0.00002365034,0.00003536367,0.00001081528,0.0001984359,0.000006001561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001154207,"about_ca_system_score_gemma":0.00001310042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004071154,"about_ca_topic_score_gemma":0.0001023442,"domain_scores_codex":[0.9988642,0.000009759922,0.0005519462,0.0002300957,0.000158694,0.0001852656],"domain_scores_gemma":[0.9994081,0.0000547783,0.0001799872,0.0002117933,0.00007840445,0.00006692824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009469707,0.000003381483,3.668136e-7,0.001699964,0.0002756069,0.000002032442,0.0002896436,0.01676956,0.02127441,0.001072591,0.000007804611,0.9585099],"study_design_scores_gemma":[0.00050963,0.00004699205,0.000001858883,0.0003601514,0.00009206985,0.00002243273,0.00001337,0.9106839,0.0001909687,0.0004453376,0.08735651,0.0002768282],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006990762,0.003091729,0.153298,0.000003091055,0.002117894,0.002587396,0.0003176609,0.0004310613,0.8374541],"genre_scores_gemma":[0.4966953,0.00007255696,0.0004286424,0.000008517242,0.0001745101,0.0001314181,0.00002957228,0.0001543046,0.5023052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9582331,"threshold_uncertainty_score":0.9999439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536370407956778,"score_gpt":0.2303501302315303,"score_spread":0.2149864261519625,"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."}}