{"id":"W3124705364","doi":"10.1002/prs.12230","title":"Undesired effects of relief systems concerns mitigations","year":2021,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Water Systems and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Piping; Upstream (networking); Relief valve; Documentation; Downstream (manufacturing); Process (computing); Computer science; Forensic engineering; Risk analysis (engineering); Engineering; Operations management; Environmental science; Business; Mechanical engineering; Telecommunications","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":[0.003282701,0.0008802221,0.0004069511,0.0009051727,0.0008691169,0.001188409,0.001052638,0.001139231,0.009518439],"category_scores_gemma":[0.01437028,0.000334697,0.0008704918,0.0004445164,0.001133467,0.001313172,0.001346651,0.001377878,0.0007987246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007732,"about_ca_system_score_gemma":0.0006881993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002122926,"about_ca_topic_score_gemma":0.001824938,"domain_scores_codex":[0.9943799,0.001602815,0.0003144932,0.0004777399,0.002618674,0.000606339],"domain_scores_gemma":[0.9791222,0.009820075,0.002301339,0.003171998,0.005292125,0.0002922801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002043464,0.0007527507,0.04511787,0.00361673,0.0006215135,0.006653004,0.002558328,0.2473038,0.2555358,0.03883551,0.02337039,0.3735907],"study_design_scores_gemma":[0.000224206,0.003315777,0.09271814,0.001037351,0.0009983499,0.004467848,0.004493978,0.1336611,0.5043989,0.04736805,0.2068573,0.0004589725],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6141579,0.002117737,0.235566,0.005212075,0.00115032,0.0007453376,0.0009337837,0.004962462,0.1351545],"genre_scores_gemma":[0.9771224,0.0002557407,0.01291092,0.0007434604,0.00007249856,0.0000616716,0.0001570722,0.000272657,0.008403574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009518439,"threshold_uncertainty_score":0.03184235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007739683930128041,"score_gpt":0.2232736979096282,"score_spread":0.2155340139795001,"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."}}