{"id":"W4312666396","doi":"10.1115/ipc2022-87237","title":"Comprehensive Pipeline Record and Inspection Data Review and Assessment in Response to Safety Advisory on Girth Weld Strain-Induced Failures","year":2022,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emera (Canada)","funders":"","keywords":"Girth (graph theory); Welding; Pipeline transport; Ultimate tensile strength; Structural engineering; Pipeline (software); Engineering; Materials science; Composite material; Mechanical engineering; Mathematics","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":[0.03204056,0.0004973339,0.001129266,0.03325051,0.00102087,0.002549216,0.002698513,0.001265626,0.005526434],"category_scores_gemma":[0.1190562,0.0007879414,0.001251469,0.02780719,0.0005444662,0.002710258,0.003251236,0.001388779,0.003617463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005914477,"about_ca_system_score_gemma":0.02613812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09110231,"about_ca_topic_score_gemma":0.1162323,"domain_scores_codex":[0.9645056,0.005724089,0.01172647,0.002196075,0.01428109,0.001566632],"domain_scores_gemma":[0.6574427,0.03922713,0.05722844,0.01272215,0.2288821,0.004497433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009657251,0.0002890407,0.2807123,0.03554815,0.0005981257,0.001511505,0.005574555,0.0008247608,0.003181136,0.002134697,0.3668885,0.3017715],"study_design_scores_gemma":[0.00006258745,0.0004040485,0.5763485,0.01265602,0.0003658436,0.0005348869,0.004732556,0.0007371597,0.001732625,0.0002490149,0.4019935,0.0001833482],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1515055,0.04812883,0.01222044,0.01670863,0.001762176,0.01307821,0.6975334,0.002962744,0.05610014],"genre_scores_gemma":[0.3596397,0.06023068,0.02560537,0.006238143,0.0007401445,0.01081518,0.5092483,0.0006915568,0.02679097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09110231,"threshold_uncertainty_score":0.1811441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063677329664878,"score_gpt":0.3068893942193807,"score_spread":0.2662526209227319,"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."}}