{"id":"W2061804785","doi":"10.1115/1.2388994","title":"Vibration Excitation Forces Due to Two-Phase Flow in Piping Elements","year":2006,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Piping; Vibration; Excitation; Mechanics; Dimensionless quantity; Physics; Flow (mathematics); Acoustics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002067536,0.00009544683,0.0001910398,0.0007350391,0.00002666369,0.00002614787,0.0001548067,0.0001063756,0.000008605697],"category_scores_gemma":[0.00004170281,0.00009652367,0.00003052268,0.0003672501,0.00001168427,0.0002339211,0.00002223958,0.0002086495,0.00000275026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004282877,"about_ca_system_score_gemma":0.00001299838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000856746,"about_ca_topic_score_gemma":0.00006532393,"domain_scores_codex":[0.9991532,0.00001234019,0.0004559919,0.00008268042,0.0001163771,0.0001794293],"domain_scores_gemma":[0.9996823,0.00002018298,0.00009999848,0.00009682977,0.00007528425,0.00002542507],"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":[0.0000250465,0.00007690893,0.0006457248,0.00006459981,0.00004894627,0.00007909597,0.0001500311,0.5341313,0.4381855,0.004962428,0.001218525,0.02041187],"study_design_scores_gemma":[0.002689902,0.000257627,0.002293473,0.0002130307,0.00004991822,0.000127653,0.0001565678,0.9428528,0.0271691,0.01424845,0.009677454,0.0002640414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7247478,0.0007393977,0.27331,0.000372217,0.0003415453,0.0001181329,0.000003605119,0.00007869706,0.0002885782],"genre_scores_gemma":[0.9781997,0.00002268215,0.02160327,0.00001901865,0.0001054469,0.000006765405,0.000002928894,0.00001787769,0.00002226619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4110164,"threshold_uncertainty_score":0.3936121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004419094931655253,"score_gpt":0.2378845834533643,"score_spread":0.2334654885217091,"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."}}