{"id":"W2469986907","doi":"10.1002/prs.11831","title":"Beyond HAZOP and LOPA: Four different company approaches","year":2016,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Hazard and operability study; Fault tree analysis; Process safety; Engineering; Risk analysis (engineering); Process (computing); Reliability engineering; Hazard analysis; Event tree; Hazard; Process safety management; Operability; Failure mode and effects analysis; Risk assessment; Safety instrumented system; Work in process; Computer science; Operations management; Hazardous waste; Computer security; Business","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":[0.001609707,0.0003396615,0.0007106424,0.0002632004,0.0004199057,0.0002997442,0.001011531,0.0001357779,0.0002459104],"category_scores_gemma":[0.0005915624,0.0001689252,0.0001926316,0.0007529065,0.0006193895,0.0006043157,0.0003047048,0.0001554776,0.0001660538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004082934,"about_ca_system_score_gemma":0.00006090664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003217459,"about_ca_topic_score_gemma":0.00003305311,"domain_scores_codex":[0.9957486,0.0002331853,0.0008769011,0.00100402,0.001593841,0.0005434621],"domain_scores_gemma":[0.9974242,0.0008276555,0.0003666881,0.0007152361,0.0003537892,0.0003124131],"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":[0.0002464194,0.0001732944,0.2351754,0.00003802482,0.00008413861,0.000009262898,0.00079676,0.00002613419,0.00003794273,0.004308002,0.0004147752,0.7586899],"study_design_scores_gemma":[0.003400889,0.000275098,0.5260882,0.0002105954,0.0002342678,0.0001027459,0.002674623,0.008010563,0.002061772,0.4357125,0.01984336,0.001385359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8696959,0.008135571,0.04223087,0.06573934,0.0005049639,0.001077807,0.0001325797,0.0003575179,0.01212543],"genre_scores_gemma":[0.9971239,0.000318662,0.0008903053,0.0001061791,0.0001386004,0.00005576009,0.000003451668,0.00002340459,0.001339711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7573045,"threshold_uncertainty_score":0.6888571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186352251382768,"score_gpt":0.3413681983403117,"score_spread":0.2227329732020349,"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."}}