{"id":"W2016986694","doi":"10.1016/s0308-0161(02)00020-0","title":"Prediction of the failure pressure for complex corrosion defects","year":2002,"lang":"en","type":"article","venue":"International Journal of Pressure Vessels and Piping","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Failure assessment; Materials science; Pipeline transport; Pressure vessel; Limit (mathematics); Leak; Structural engineering; Metallurgy; Composite material; Engineering; Fracture mechanics; Mathematics; Mechanical engineering","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":[0.0004238498,0.0007048374,0.0004215946,0.0009995755,0.0001582757,0.0003880469,0.0004488396,0.0009257236,0.0006207843],"category_scores_gemma":[0.003077482,0.0003292764,0.0003391558,0.0002698705,0.0002824816,0.0004734243,0.0002456188,0.0004300899,0.0001864712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603251,"about_ca_system_score_gemma":0.0002190908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001782374,"about_ca_topic_score_gemma":0.001174527,"domain_scores_codex":[0.9998341,0.00002860744,0.000007671692,0.00003736516,0.00007289592,0.00001941437],"domain_scores_gemma":[0.9964212,0.002534026,0.0004389064,0.0001286452,0.0003753356,0.0001018641],"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":[0.0007435825,0.0002230549,0.07444599,0.00007733126,0.00005705569,0.0003616341,0.00005572389,0.8432286,0.0287805,0.0007349227,0.000555961,0.0507357],"study_design_scores_gemma":[0.000004656035,0.00006500867,0.006693527,0.000001007612,0.000004870204,0.00003957034,0.000003360349,0.990647,0.002386995,0.0001316076,0.00001823148,0.000004222257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245147,0.00009778098,0.07409373,0.00004304036,0.000009220134,0.00002356843,0.0001421636,0.0005319382,0.0005438502],"genre_scores_gemma":[0.9964275,0.00002044868,0.003350675,0.000002426958,0.000005161669,0.000004807563,0.00005270977,0.000009672761,0.0001267778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001782374,"threshold_uncertainty_score":0.003543973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02572043124927271,"score_gpt":0.2320550929391882,"score_spread":0.2063346616899155,"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."}}