{"id":"W2332675417","doi":"10.1115/fedsm-icnmm2010-30315","title":"An Evaluation of a Two-Phase Damping Model on Tube Bundles Subjected to Two-Phase Cross Flow","year":2010,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mechanics; Drag; Mass flux; Pressure drop; Two-phase flow; Added mass; Drag coefficient; Thermodynamics; Materials science; Freon; Damping ratio; Physics; Flow (mathematics); Vibration","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":[0.0007760307,0.001148971,0.0007810594,0.0006854649,0.0003760045,0.000522185,0.001019426,0.001203813,0.001312749],"category_scores_gemma":[0.001289699,0.0003186402,0.0009680004,0.0003375542,0.0004774418,0.0007057243,0.0005146901,0.0005498074,0.0003341454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004311313,"about_ca_system_score_gemma":0.0005054194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284709,"about_ca_topic_score_gemma":0.001871615,"domain_scores_codex":[0.9996854,0.00008416396,0.0000137154,0.00005182382,0.0001350436,0.00002995497],"domain_scores_gemma":[0.9995387,0.0002231635,0.0000552628,0.00004192949,0.0001182319,0.00002282658],"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":[0.0001682778,0.0001333952,0.00197057,0.0002087232,0.0000268746,0.0002859855,0.0002190461,0.9239455,0.04049566,0.005437643,0.0004263047,0.02668203],"study_design_scores_gemma":[0.000004590585,0.00005255366,0.0001711657,0.000005123977,0.000003939859,0.0000174847,0.000008663438,0.9972876,0.002076246,0.0001478747,0.000220435,0.000004223826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2327985,0.0004790294,0.7596056,0.0001348158,0.00009030884,0.0001531574,0.0001114296,0.0004269402,0.006200138],"genre_scores_gemma":[0.955814,0.0004415857,0.03853745,0.00002614236,0.00002933798,0.0001668975,0.0001069514,0.0001033022,0.004774354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003284709,"threshold_uncertainty_score":0.006531179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730399236482801,"score_gpt":0.3634157317864896,"score_spread":0.3361117394216616,"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."}}