{"id":"W2550592442","doi":"10.1115/ipc2016-64460","title":"A Life-Cycle Approach to the Assessment of Pipeline Dents","year":2016,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Pipeline (software); Pipeline transport; Reliability engineering; Structural integrity; Integrity management; Engineering; Structural engineering; Computer science; Forensic engineering; Mechanical 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":[0.001542884,0.001571076,0.0008959959,0.003824106,0.0006006225,0.00150106,0.002254093,0.001509967,0.002820222],"category_scores_gemma":[0.002800125,0.0008268881,0.001434649,0.001109384,0.0006813114,0.001585918,0.001132643,0.001102787,0.0008389785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660286,"about_ca_system_score_gemma":0.001512649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006670594,"about_ca_topic_score_gemma":0.008039894,"domain_scores_codex":[0.9989536,0.0002151386,0.00008755607,0.0001638648,0.0005090517,0.00007078765],"domain_scores_gemma":[0.9985446,0.0004362224,0.0002342451,0.0001267124,0.0006060589,0.00005227008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000575315,0.0001238893,0.006269293,0.0004447736,0.00009527371,0.0002942225,0.0003057222,0.8226827,0.02545126,0.02109273,0.001397801,0.1217847],"study_design_scores_gemma":[0.000004881128,0.0001456005,0.002806025,0.00006747332,0.00004257153,0.0001809909,0.00008000164,0.9748516,0.005916287,0.00914065,0.006709039,0.00005480366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01745576,0.0006196173,0.9746439,0.0001270048,0.00003650636,0.0002689964,0.0004246028,0.0003519208,0.006071778],"genre_scores_gemma":[0.4718886,0.002449688,0.5061161,0.0001851506,0.00007777446,0.001018943,0.001244935,0.0002589704,0.01675981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006670594,"threshold_uncertainty_score":0.01326352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393646880118602,"score_gpt":0.254040084312194,"score_spread":0.240103615511008,"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."}}