{"id":"W1520786984","doi":"10.1109/acc.2015.7170964","title":"Detecting and isolating sensor and actuator faults in solution copolymerization of MMA and VAc process","year":2015,"lang":"en","type":"article","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Copolymer; Actuator; Methyl methacrylate; Fault detection and isolation; Vinyl acetate; Process (computing); Materials science; Monomer; Polymer chemistry; Polymer; Computer science; Artificial intelligence; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002413959,0.0003015222,0.0002807314,0.0001237127,0.0001348708,0.0002233301,0.0002188194,0.000445357,0.0003374536],"category_scores_gemma":[0.0006121607,0.0001258083,0.0001693502,0.00006950672,0.0002760768,0.0003728943,0.0002187957,0.000284735,0.00006170012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001575077,"about_ca_system_score_gemma":0.0003111328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008067349,"about_ca_topic_score_gemma":0.0005283935,"domain_scores_codex":[0.9998636,0.00002212977,0.000009393398,0.00003839715,0.00004357557,0.00002276532],"domain_scores_gemma":[0.9995891,0.0002073188,0.0001254587,0.00001814847,0.00004888716,0.00001109389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003498271,0.00007077306,0.003298125,0.0002720696,0.00002657916,0.0003192681,0.0001693551,0.07058115,0.8537717,0.002504231,0.0001223611,0.06851461],"study_design_scores_gemma":[0.00002637922,0.0005438984,0.00261707,0.00001292245,0.00003081133,0.0002060417,0.00006743464,0.6274552,0.3671816,0.001069747,0.0007739654,0.0000148912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5492632,0.0007173338,0.4485069,0.0001322918,0.00003849908,0.00003039015,0.00001149775,0.0002066021,0.001093244],"genre_scores_gemma":[0.9848657,0.0001585147,0.01438394,0.00001420027,0.000008130697,0.00001049555,0.000008559757,0.000004054224,0.0005465603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008067349,"threshold_uncertainty_score":0.00160408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057663609342907,"score_gpt":0.2242310947103571,"score_spread":0.213654458616928,"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."}}