{"id":"W2151247988","doi":"10.1002/prs.10421","title":"Risk‐based fault diagnosis and safety management for process systems","year":2010,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Reliability engineering; Univariate; Engineering; Control chart; Fault (geology); Fault detection and isolation; Process (computing); Data mining; Multivariate statistics; Computer science; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001369947,0.0007997787,0.0005283205,0.001544092,0.0002614559,0.0009564246,0.0005849085,0.0004485994,0.0009147008],"category_scores_gemma":[0.003922276,0.0002053322,0.0004334563,0.0004021843,0.000468387,0.0009619898,0.0005467117,0.0004517316,0.0001378425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001304032,"about_ca_system_score_gemma":0.0009226336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002770332,"about_ca_topic_score_gemma":0.001233726,"domain_scores_codex":[0.9988822,0.0003246762,0.00006038585,0.000153812,0.0005016478,0.00007721707],"domain_scores_gemma":[0.9987713,0.0005243512,0.0002781854,0.00008139505,0.0003049773,0.0000399274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003966285,0.0001905361,0.005728652,0.0001422355,0.0001065781,0.0002378259,0.0002147582,0.6747255,0.01511529,0.02061507,0.001335878,0.281191],"study_design_scores_gemma":[0.00001334894,0.00006627699,0.0009392461,0.000009019177,0.00001242563,0.000037345,0.00001220805,0.9861637,0.004728037,0.007491919,0.0005168791,0.000009686811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04610743,0.0002858308,0.9512592,0.0001802142,0.00001933623,0.00006178495,0.00004755449,0.0008920444,0.001146639],"genre_scores_gemma":[0.9128154,0.00009009958,0.0863324,0.00002597225,0.00002079435,0.00004183192,0.00006813278,0.00001997733,0.0005854404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002770332,"threshold_uncertainty_score":0.009461462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006510146032967075,"score_gpt":0.2460829764666074,"score_spread":0.2395728304336403,"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."}}