{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006604759,0.0001192752,0.0002286302,0.00003815927,0.00005124191,0.0000408636,0.00009883426,0.00008200177,0.000005132776],"category_scores_gemma":[0.00002656375,0.0001166811,0.00004082634,0.0002817346,0.00003858921,0.0001399019,0.00001682727,0.00006714644,0.000006305428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003803453,"about_ca_system_score_gemma":0.00004524617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005099686,"about_ca_topic_score_gemma":0.000005332625,"domain_scores_codex":[0.9991653,0.00003345198,0.0003060016,0.0001518405,0.000172266,0.0001711229],"domain_scores_gemma":[0.9994241,0.00004243424,0.00006021326,0.0001829272,0.000234692,0.0000556139],"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":[0.00003197819,0.0002328955,0.01396299,0.03092844,0.000412722,0.00006709295,0.003710179,0.9350613,0.002264564,0.008093218,0.002775387,0.002459169],"study_design_scores_gemma":[0.003953668,0.0002033746,0.00819497,0.005806199,0.0002943084,0.0001295586,0.001261496,0.4826773,0.4810878,0.0007078645,0.01420221,0.001481213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3722502,0.1599794,0.3787325,0.001175805,0.01447644,0.007263058,0.0003111366,0.005427719,0.06038376],"genre_scores_gemma":[0.998656,0.00006172134,0.0006444623,0.00000532862,0.0001043038,0.0001165729,0.00004711392,0.00003235861,0.0003321126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6264058,"threshold_uncertainty_score":0.4758117,"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."}}