{"id":"W3093889997","doi":"10.1115/icone2020-16431","title":"Feasibility Study for Multi-Branches and Elbow in Stub Pipe System due to Flow-Induced Vibration Using Computational Fluid Dynamics","year":2020,"lang":"en","type":"article","venue":"","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Piping; Vibration; Vortex-induced vibration; Computational fluid dynamics; Amplitude; Mechanics; Elbow; Materials science; Structural engineering; Acoustics; Engineering; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000175956,0.0001709901,0.0002455061,0.00007546492,0.00003937569,0.00005441064,0.00008963339,0.00006130283,0.000002645626],"category_scores_gemma":[0.00004074317,0.0001912352,0.00002814874,0.0002075386,0.000005460936,0.0001485399,0.00004353497,0.00009609082,0.000005932569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002717814,"about_ca_system_score_gemma":0.00001331736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001860195,"about_ca_topic_score_gemma":0.0001209316,"domain_scores_codex":[0.9991336,0.00002808784,0.0002866423,0.0002518982,0.0001189328,0.0001808159],"domain_scores_gemma":[0.9996499,0.00005859495,0.00001623361,0.0001225028,0.00004097057,0.0001118289],"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":[0.00002606926,0.00005149674,0.001003609,0.0002306407,0.0000247607,0.000004314516,0.0014349,0.9862151,0.009783476,0.0000992749,0.000005606433,0.00112081],"study_design_scores_gemma":[0.0009389087,0.00008139779,0.02228265,0.00002299702,0.00001128937,0.00000350347,0.0008231486,0.975226,0.000408964,0.000005740298,0.000004343052,0.0001909994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5395564,0.0000063596,0.4593542,0.00003942054,0.00007359576,0.0006970138,0.000008762125,0.0002485342,0.00001569978],"genre_scores_gemma":[0.9074292,1.492046e-7,0.09239198,0.00004279823,0.00004676589,0.00002327133,0.00001078593,0.00005388545,0.000001216572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3678727,"threshold_uncertainty_score":0.7798346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05372368013533265,"score_gpt":0.2662163384654311,"score_spread":0.2124926583300985,"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."}}