{"id":"W2034236203","doi":"10.1115/pvp2012-78756","title":"Probabilistic Estimation of Flow-Accelerated Corrosion Rate at the Welded Joints of the Nuclear Piping System","year":2012,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Piping; Sizing; Welding; Coolant; Volumetric flow rate; Structural engineering; Materials science; Flow (mathematics); Nuclear engineering; Engineering; Mechanical engineering; Mechanics; Physics","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":[0.001125007,0.0006812523,0.0004584466,0.0007566931,0.0001796535,0.0004424519,0.0005851767,0.0005316222,0.0002969599],"category_scores_gemma":[0.003938105,0.0004952935,0.0004971471,0.0002994958,0.0003872822,0.0004933731,0.0004071365,0.0004080581,0.00009092509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004781505,"about_ca_system_score_gemma":0.0003579086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003637267,"about_ca_topic_score_gemma":0.003236005,"domain_scores_codex":[0.9994664,0.0001543134,0.00003075906,0.0001268435,0.0001861815,0.00003558405],"domain_scores_gemma":[0.9975196,0.001432593,0.0005344311,0.0001658441,0.0003011937,0.00004637427],"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":[0.00006463032,0.00001308334,0.005585035,0.00003625685,0.00002118667,0.00006081025,0.00002745071,0.9710263,0.01044937,0.0005093136,0.00004421888,0.01216238],"study_design_scores_gemma":[0.000002080019,0.00002151502,0.003047523,0.00000180343,0.000007002953,0.00002818527,0.000004208057,0.9932729,0.003337264,0.0002369743,0.00003241482,0.000008092253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.249771,0.0001516133,0.7490633,0.00003381222,0.000005440995,0.00003222682,0.00007832122,0.0003647254,0.0004995534],"genre_scores_gemma":[0.9607556,0.00008573999,0.0387482,0.000003636414,0.000004983057,0.00001817451,0.00008973366,0.00001864343,0.000275215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003637267,"threshold_uncertainty_score":0.007232189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150827551260438,"score_gpt":0.2263789184360734,"score_spread":0.204870642923469,"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."}}