{"id":"W2061738897","doi":"10.1115/ipc2008-64612","title":"Dealing With Uncertainty in Pipeline Integrity and Rehabilitation","year":2008,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Energy Regulator","funders":"","keywords":"Pipeline (software); CLARITY; Computer science; Risk analysis (engineering); Reliability engineering; Criticality; Safety standards; Integrity management; Due diligence; Computer security; Engineering","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":[0.02458308,0.0009166547,0.001786471,0.002361626,0.002017424,0.004818717,0.001959768,0.003460849,0.001336906],"category_scores_gemma":[0.1326921,0.0008932959,0.001025875,0.002364498,0.00400223,0.006154164,0.003384068,0.002613595,0.0001360147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00399028,"about_ca_system_score_gemma":0.003254205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009594,"about_ca_topic_score_gemma":0.006520726,"domain_scores_codex":[0.9744968,0.01517758,0.001300559,0.002414246,0.005606216,0.001004618],"domain_scores_gemma":[0.8777906,0.1011399,0.009722339,0.003815092,0.006977513,0.0005545351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001313724,0.00006526847,0.01121808,0.0003607327,0.0002288554,0.001119668,0.001908869,0.7774114,0.001830281,0.1062607,0.001888213,0.09757657],"study_design_scores_gemma":[0.00001843939,0.0001261525,0.006467285,0.0002708686,0.0001251822,0.0006731165,0.001403722,0.722694,0.004416467,0.2582832,0.005303722,0.0002178688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07031786,0.001679239,0.9137145,0.007150252,0.0001542063,0.00009014635,0.0001676109,0.0001530995,0.006573058],"genre_scores_gemma":[0.9138647,0.001087645,0.08310653,0.0004052201,0.0002426717,0.0001122138,0.0001066266,0.00005780383,0.00101655],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02458308,"threshold_uncertainty_score":0.1300092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007063684798013658,"score_gpt":0.1990481096361627,"score_spread":0.1919844248381491,"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."}}