{"id":"W2989819543","doi":"10.1115/pvp2019-94065","title":"A Design Guideline for Random Excitation Forces due to Two-Phase Cross Flow in Tube Bundles","year":2019,"lang":"en","type":"article","venue":"","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Flow (mathematics); Work (physics); Mechanics; Tube (container); Dimensionless quantity; Parametric statistics; Physics; Statistical physics; Mathematics; Engineering; Mechanical engineering; Statistics; Thermodynamics","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":[0.003324884,0.001077492,0.0008006507,0.0009945855,0.0005046889,0.001412311,0.001322011,0.001303748,0.002117538],"category_scores_gemma":[0.00740362,0.0005758497,0.0003387121,0.0002789911,0.001260909,0.001311292,0.0009539811,0.0008650087,0.001034042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005506651,"about_ca_system_score_gemma":0.0005562757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002616888,"about_ca_topic_score_gemma":0.0003514461,"domain_scores_codex":[0.9970836,0.0009617271,0.0002543254,0.0004162101,0.001099309,0.0001847307],"domain_scores_gemma":[0.9951573,0.002480416,0.0009198421,0.0005722355,0.0007826412,0.00008756472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005021493,0.0005304312,0.002304304,0.001528794,0.00003260724,0.0005027842,0.0005519779,0.176209,0.555283,0.1322629,0.002746732,0.1275454],"study_design_scores_gemma":[0.0001928233,0.004108069,0.004134071,0.0005800484,0.00008420443,0.000670667,0.0001984426,0.5278841,0.3816435,0.03918711,0.04108984,0.0002271335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05740533,0.001147776,0.9299479,0.0004905218,0.00011522,0.0003253285,0.0000680315,0.0008056508,0.009694202],"genre_scores_gemma":[0.7091495,0.001216047,0.2841508,0.0003200302,0.0001066389,0.001151171,0.0001218139,0.0002855978,0.003498377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003324884,"threshold_uncertainty_score":0.01758385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479693631337103,"score_gpt":0.2823330262732189,"score_spread":0.2675360899598478,"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."}}