{"id":"W4296960247","doi":"10.1002/cjce.24667","title":"Fault prediction of non‐linear multi‐mode industrial process based on <scp>MKPCA</scp> model","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Mode (computer interface); Process (computing); Computer science; Fault (geology); Operating system; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004558953,0.0006231786,0.0005287325,0.0004418129,0.0003613643,0.0007367097,0.0005773311,0.0005943627,0.001018823],"category_scores_gemma":[0.001545055,0.0002570557,0.0005485924,0.0004329902,0.0003678395,0.0005867774,0.0003368104,0.0008645382,0.0001648839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004692528,"about_ca_system_score_gemma":0.0007030626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02353157,"about_ca_topic_score_gemma":0.009224327,"domain_scores_codex":[0.9997204,0.00004982854,0.00001463173,0.00008785775,0.00009173607,0.00003544114],"domain_scores_gemma":[0.9994693,0.0002360394,0.00007539253,0.00003663743,0.0001654267,0.00001725531],"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":[0.00007467159,0.00003634191,0.002964943,0.00005701573,0.0000353856,0.0001024122,0.00004810308,0.9689699,0.003282964,0.002021898,0.0005157504,0.02189056],"study_design_scores_gemma":[7.242986e-7,0.000003018573,0.0002115995,4.750845e-7,0.000001164347,0.000003705755,9.274412e-7,0.9995189,0.0001252854,0.0001158805,0.00001717619,0.000001174888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2103187,0.0002776025,0.7853352,0.0003589772,0.00005597916,0.00005191084,0.0001808697,0.0007551229,0.002665679],"genre_scores_gemma":[0.9881493,0.00009118835,0.01042714,0.00001600495,0.000009720451,0.00002201988,0.00008236225,0.00001898475,0.001183294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02353157,"threshold_uncertainty_score":0.04678917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411764430255614,"score_gpt":0.2031180895005574,"score_spread":0.1890004451980013,"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."}}