{"id":"W2093278656","doi":"10.1002/prs.11659","title":"Loss functions and their applications in process safety assessment","year":2014,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Reliability engineering; Process (computing); Process safety; System safety; Safety instrumented system; Set (abstract data type); Engineering; Quality (philosophy); Computer science; Warning system; Work in process; Risk analysis (engineering); Operations management","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":[0.006606203,0.001784937,0.0007931518,0.003981349,0.0004774587,0.001686837,0.001171142,0.00117286,0.001346617],"category_scores_gemma":[0.02064407,0.000472279,0.0009557479,0.001458038,0.001648162,0.00296197,0.001653985,0.001807616,0.0002773093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158959,"about_ca_system_score_gemma":0.0006852128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209579,"about_ca_topic_score_gemma":0.000565863,"domain_scores_codex":[0.9971449,0.001268049,0.0001588192,0.0002283218,0.001075107,0.0001249013],"domain_scores_gemma":[0.9860969,0.01003638,0.001735583,0.0005305344,0.001423429,0.0001772614],"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":[0.0001579302,0.0001283342,0.006339164,0.0002603859,0.0001178822,0.000201663,0.0002947843,0.7877389,0.005047789,0.07965351,0.0007226936,0.1193369],"study_design_scores_gemma":[0.00001434369,0.0001456141,0.001486201,0.00004778436,0.00003248848,0.0001645941,0.00006877096,0.9394099,0.0022643,0.05472621,0.001593957,0.00004595929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01594899,0.0004801915,0.9815045,0.0001484547,0.00001701362,0.00004658654,0.00003009781,0.0001556743,0.001668575],"genre_scores_gemma":[0.7557514,0.00139636,0.2398459,0.0001513153,0.000121223,0.0002438566,0.0001536873,0.0001318429,0.002204507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006606203,"threshold_uncertainty_score":0.03493738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0293142243907652,"score_gpt":0.3724985308688282,"score_spread":0.343184306478063,"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."}}