{"id":"W3128563477","doi":"10.1016/j.ijpvp.2021.104329","title":"A review on defect assessment of pipelines: Principles, numerical solutions, and applications","year":2021,"lang":"en","type":"review","venue":"International Journal of Pressure Vessels and Piping","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Reliability (semiconductor); Pipeline (software); Pipeline transport; Reliability engineering; Field (mathematics); Failure assessment; Finite element method; Limiting; Integrity management; Engineering; Computer science; Structural engineering; Mechanical engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001697487,0.001646609,0.002741616,0.004939741,0.0003027153,0.001531083,0.002157601,0.001881409,0.00312063],"category_scores_gemma":[0.003478094,0.0007156241,0.001323438,0.005678293,0.0007547458,0.002176815,0.0008883529,0.001307554,0.001450623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006929329,"about_ca_system_score_gemma":0.002200691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00256607,"about_ca_topic_score_gemma":0.003460903,"domain_scores_codex":[0.9991698,0.0001094453,0.0001235443,0.0001620365,0.0003992528,0.00003590458],"domain_scores_gemma":[0.9967721,0.001921264,0.0003258085,0.00008701755,0.0008180099,0.00007573356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005494672,0.00008385273,0.0003746325,0.0368242,0.000153941,0.0000980579,0.00004730045,0.002057478,0.002330496,0.00385047,0.01659695,0.9375277],"study_design_scores_gemma":[0.00003918684,0.0004073881,0.002854944,0.01983529,0.0008712618,0.001410032,0.0001733492,0.002196338,0.003116222,0.008151863,0.9607955,0.0001488618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000168085,0.9975325,0.001359557,0.0001739084,0.0001591345,0.00001129173,0.00005310115,0.0000131197,0.000529239],"genre_scores_gemma":[0.001032227,0.9969103,0.00143844,0.0001186225,0.0001495985,0.00001237947,0.0000591489,0.000004384769,0.0002749834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004939741,"threshold_uncertainty_score":0.01043957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05118261003814911,"score_gpt":0.3573117387020718,"score_spread":0.3061291286639227,"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."}}