{"id":"W2990883034","doi":"10.1115/pvp2019-93746","title":"A Methodology to Assess Elbow Fittings With Localized Material Variations","year":2019,"lang":"en","type":"article","venue":"","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Internal pressure; Structural engineering; Parametric statistics; Pressure vessel; Piping; Finite element method; Yield (engineering); Materials science; Engineering; Mechanical engineering; Composite material; Mathematics","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":[0.001397877,0.001104155,0.0004176937,0.004050327,0.0004445687,0.0009186522,0.001034423,0.0007897738,0.002513531],"category_scores_gemma":[0.003645807,0.0004766356,0.0004404148,0.00115301,0.000515235,0.0007649022,0.0008156769,0.0004284671,0.0006579718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004221644,"about_ca_system_score_gemma":0.0007778569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107862,"about_ca_topic_score_gemma":0.001586688,"domain_scores_codex":[0.9988707,0.0001463596,0.00009396899,0.0002541236,0.0005702701,0.00006457156],"domain_scores_gemma":[0.9976871,0.0005760182,0.0006143731,0.0002625484,0.0008043531,0.00005552355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001628989,0.0003136597,0.02680277,0.0005027889,0.0001050528,0.0003784133,0.0006109078,0.1218281,0.4560988,0.005494357,0.001051669,0.3866507],"study_design_scores_gemma":[0.0000178035,0.0007765316,0.02416546,0.0001101042,0.00009621978,0.0007616349,0.000374322,0.6731782,0.2889532,0.003753168,0.007676561,0.000136809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07566761,0.000104345,0.9200034,0.00002003569,0.0000143293,0.0002802371,0.0002634771,0.001471343,0.002175329],"genre_scores_gemma":[0.5916758,0.000125454,0.405681,0.00002247007,0.000008781232,0.0003611997,0.0003850148,0.0001314909,0.001608861],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004050327,"threshold_uncertainty_score":0.008408606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03998058505696186,"score_gpt":0.2649275775999893,"score_spread":0.2249469925430274,"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."}}