{"id":"W2062585577","doi":"10.1115/pvp2014-28457","title":"Development of a Numerical Model for Quasi-Periodic Forces of Two-Phase Cross Flow in Tube Bundles","year":2014,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mechanics; Drag; Added mass; Buoyancy; Two-phase flow; Physics; Bubble; Flow (mathematics); Classical mechanics; Vortex; Bundle; Vibration; Materials science","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":[0.0005459792,0.0007951602,0.0009837928,0.0006158973,0.0007286026,0.0009865725,0.001981249,0.002518001,0.002754066],"category_scores_gemma":[0.0009773937,0.0005866429,0.001141778,0.0005004231,0.0007508033,0.0009213011,0.0007141159,0.0009961402,0.0006487293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006951,"about_ca_system_score_gemma":0.00130235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008198015,"about_ca_topic_score_gemma":0.003547282,"domain_scores_codex":[0.9997622,0.00006078598,0.00001809654,0.00004235847,0.00008344399,0.00003302977],"domain_scores_gemma":[0.9996393,0.0001193447,0.00005969197,0.00003802222,0.0001094585,0.00003410077],"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":[0.000014328,0.00003464814,0.00036416,0.00004502627,0.00001113973,0.00008223664,0.00004166652,0.983726,0.004071188,0.007816912,0.0002337098,0.003558991],"study_design_scores_gemma":[0.000002777354,0.000005730018,0.00003081734,0.000002580978,0.000001498287,0.000008396036,0.000002286629,0.9989783,0.0002179284,0.0003949002,0.0003518452,0.000002993451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02157829,0.0003265883,0.9696653,0.0002242597,0.0001306471,0.0001361108,0.0001379934,0.0003617368,0.007439057],"genre_scores_gemma":[0.649294,0.001081021,0.3275141,0.000250812,0.0001600792,0.001425349,0.000449585,0.0004563693,0.01936875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008198015,"threshold_uncertainty_score":0.01630062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443204706010534,"score_gpt":0.2737798132915827,"score_spread":0.2593477662314774,"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."}}