{"id":"W2899916071","doi":"10.1115/ipc2018-78299","title":"Quality Assurance for Quenched and Tempered Pipeline Fittings: A Regulator’s Perspective and Plan of Action","year":2018,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring, and Maintenance; Materials and Joining","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Energy Regulator","funders":"","keywords":"Pipeline (software); Tempering; Jurisdiction; Engineering; Quality assurance; Quality (philosophy); Forensic engineering; Mechanical engineering; Operations management; Materials science; Metallurgy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1245119,0.001743082,0.001739035,0.003548283,0.008364175,0.01844958,0.01073712,0.03916455,0.00455572],"category_scores_gemma":[0.05545257,0.001293433,0.003572684,0.001889646,0.01286968,0.01503902,0.01205043,0.03524757,0.002210914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01231592,"about_ca_system_score_gemma":0.1648027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02957403,"about_ca_topic_score_gemma":0.02513837,"domain_scores_codex":[0.9407434,0.0196824,0.00426259,0.004425835,0.02157452,0.00931117],"domain_scores_gemma":[0.8698255,0.03156139,0.006386815,0.004863471,0.06389636,0.02346652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001686303,0.002007569,0.01226134,0.0034518,0.0002434801,0.005162904,0.01903688,0.009356557,0.01409077,0.3246577,0.376048,0.2335144],"study_design_scores_gemma":[0.00008141566,0.0007724864,0.00539079,0.006075027,0.000117679,0.001758037,0.0166162,0.005520882,0.003366544,0.08870173,0.8711118,0.0004874685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004344975,0.01322146,0.02846159,0.9266196,0.00366298,0.0005498179,0.0001493922,0.0004402089,0.02255],"genre_scores_gemma":[0.1963156,0.03032674,0.2192436,0.5244563,0.003310491,0.001263951,0.0005388402,0.0003251909,0.02421917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1245119,"threshold_uncertainty_score":0.6584896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02694903484593354,"score_gpt":0.2913635208330211,"score_spread":0.2644144859870876,"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."}}