{"id":"W2031728567","doi":"10.1115/pvp2014-28442","title":"Crack Growth Prediction and Leakage Potential of Steam Generator Tubes Subjected to Flow Induced Vibrations","year":2014,"lang":"en","type":"article","venue":"","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission; University of Guelph","funders":"Canadian Nuclear Safety Commission","keywords":"Boiler (water heating); Leakage (economics); Vibration; Mechanics; Vortex-induced vibration; Turbulence; Structural engineering; Pressurized water reactor; Materials science; Finite element method; Monte Carlo method; Leak; Engineering; Nuclear engineering; Physics; Acoustics","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":[0.000296269,0.0003373991,0.0003034649,0.0004610979,0.0001957368,0.0003235595,0.0003194995,0.0008934899,0.0007389773],"category_scores_gemma":[0.001239744,0.0002547631,0.0004138456,0.0001723561,0.0003329342,0.0003142195,0.0002388061,0.0002779745,0.0001123976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003355449,"about_ca_system_score_gemma":0.0002995583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004983485,"about_ca_topic_score_gemma":0.003291784,"domain_scores_codex":[0.9999181,0.00002004831,0.000004725469,0.00001535637,0.00002393319,0.00001774712],"domain_scores_gemma":[0.9992623,0.0004365086,0.0001076005,0.00003449868,0.000120031,0.00003902701],"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":[0.0001275661,0.00005005838,0.007088294,0.00003067537,0.000007927965,0.0001461189,0.00003512705,0.9718798,0.01695924,0.0002210194,0.00008252697,0.003371608],"study_design_scores_gemma":[0.000002277036,0.00003898237,0.001111589,0.000001736973,0.000002160226,0.000009281678,0.000006811564,0.996681,0.002102322,0.00002613284,0.00001514218,0.000002562693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914593,0.00005766348,0.007635071,0.00002326825,0.000003721549,0.00001081524,0.00005793098,0.00006145416,0.0006908989],"genre_scores_gemma":[0.9988422,0.0000204526,0.0008517239,0.000001853069,7.538756e-7,0.000004315028,0.00003096866,0.00000533244,0.0002425822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004983485,"threshold_uncertainty_score":0.009908974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004325877062869007,"score_gpt":0.1773697397071701,"score_spread":0.1730438626443011,"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."}}