{"id":"W2901507558","doi":"10.1002/prs.12018","title":"Unit reliability and integrity process development and implementation","year":2018,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chevron (Canada)","funders":"","keywords":"Downtime; Reliability (semiconductor); Asset (computer security); Reliability engineering; Process (computing); Unit (ring theory); Process safety management; Risk analysis (engineering); Computer science; Engineering; 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":[0.003928581,0.0002337108,0.000392236,0.0002048023,0.0007310361,0.0003050889,0.0004860022,0.0001108275,0.0002184081],"category_scores_gemma":[0.0007113778,0.0001665988,0.00004338019,0.001136384,0.0007056792,0.0007391999,0.0002023008,0.0002219425,0.00004319811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003490956,"about_ca_system_score_gemma":0.0002530049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002777435,"about_ca_topic_score_gemma":0.0002880695,"domain_scores_codex":[0.9965218,0.0001834403,0.0009037092,0.0008836306,0.001137419,0.000369968],"domain_scores_gemma":[0.997397,0.0002780107,0.0003226474,0.0003868162,0.001399626,0.0002158813],"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":[0.0001653645,0.00006251963,0.4772655,0.00006706324,0.00002355695,0.000001092331,0.006434549,0.000004738444,0.000003372191,0.0003527612,0.0000528947,0.5155666],"study_design_scores_gemma":[0.001734996,0.0003445509,0.7989141,0.00009768297,0.0001067447,0.00003558968,0.02339228,0.004641255,0.008421579,0.1178061,0.04363102,0.0008741611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917639,0.0005240867,0.002657804,0.00359472,0.0000845226,0.0004379255,0.00001446358,0.0000760752,0.0008465049],"genre_scores_gemma":[0.9944432,0.00007254309,0.005073982,0.0001228959,0.00007879265,0.00007443427,0.00001326563,0.00001201431,0.0001088574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5146925,"threshold_uncertainty_score":0.6793702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07358767867862226,"score_gpt":0.4404614206827435,"score_spread":0.3668737420041213,"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."}}