{"id":"W2610543023","doi":"10.1139/cjce-2016-0602","title":"Interaction of multiple corrosion defects on burst pressure of pipelines","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Research and Development Corporation of Newfoundland and Labrador","keywords":"Corrosion; Limiting; Materials science; Pipeline transport; Deformation (meteorology); Pipeline (software); Finite element method; Transverse plane; Structural engineering; Metallurgy; Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001379777,0.0001141519,0.0002888729,0.0002867361,0.00005773953,0.0000295809,0.0002558724,0.00009704607,0.00006964545],"category_scores_gemma":[0.0007463876,0.0001016831,0.0001704858,0.00006784782,0.00004330509,0.0002025698,0.000007168996,0.0003097436,0.000001025175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005771714,"about_ca_system_score_gemma":0.00005119468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484248,"about_ca_topic_score_gemma":0.04158084,"domain_scores_codex":[0.9993105,0.000008384167,0.0003517969,0.00006097837,0.0001220305,0.0001462962],"domain_scores_gemma":[0.999124,0.00009828739,0.0001865584,0.0002311967,0.000179199,0.0001807548],"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":[0.0000121627,0.000004545283,0.004113274,0.0002494485,0.00008034352,0.00001020108,0.0002092646,0.9705591,0.02379869,0.00005863292,0.000334186,0.0005701984],"study_design_scores_gemma":[0.001092162,0.0003306893,0.0745089,0.003127763,0.0004308563,0.0001191007,0.0003455658,0.6990137,0.2077259,0.0001852899,0.01257296,0.0005470981],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918303,0.001001955,0.004183656,0.00006104306,0.001965394,0.00006317568,0.00003179481,0.00001427166,0.0008484476],"genre_scores_gemma":[0.9996548,0.00004995357,0.0001195011,0.000002987957,0.00013327,4.829197e-7,0.000001325151,0.00001517858,0.00002250003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715454,"threshold_uncertainty_score":0.9759078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166852180341261,"score_gpt":0.2138054114903426,"score_spread":0.20213688968693,"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."}}