{"id":"W2516018691","doi":"10.1002/cjce.22630","title":"CFD with population balance model to predict droplet size distribution in submerged turbulent multiphase jets","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gulf of Mexico Research Initiative","keywords":"Computational fluid dynamics; Turbulence; Mechanics; Balance (ability); Distribution (mathematics); Environmental science; Population; Meteorology; Physics; Mathematics; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004009152,0.0006383209,0.0006556945,0.0005820284,0.0004981253,0.0007015684,0.000781903,0.001219858,0.0008983472],"category_scores_gemma":[0.001005675,0.0003752068,0.000598854,0.0004116885,0.000519724,0.0006364693,0.0005085553,0.0005797529,0.0001663145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216862,"about_ca_system_score_gemma":0.001170418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0223184,"about_ca_topic_score_gemma":0.00599457,"domain_scores_codex":[0.9998715,0.00002840484,0.000008265372,0.00002222327,0.00004521798,0.00002447606],"domain_scores_gemma":[0.9996157,0.0002075251,0.00005609244,0.00001467766,0.0000776101,0.00002838641],"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":[0.00002112963,0.0000259997,0.001157142,0.00001173482,0.0000077245,0.00005482333,0.00001929734,0.9927623,0.003052047,0.001102106,0.00008526031,0.001700489],"study_design_scores_gemma":[0.000002134462,0.000004379966,0.00009386149,4.533779e-7,6.911289e-7,0.000002371255,0.000001076358,0.9996138,0.0001770549,0.00006843133,0.00003450736,0.000001257562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5521933,0.0005214966,0.4375558,0.0003482876,0.0001061596,0.000207231,0.0003785806,0.0006494814,0.008039752],"genre_scores_gemma":[0.9753338,0.0001690602,0.0216066,0.00004420329,0.00002427061,0.000120887,0.0001467269,0.00005173426,0.002502661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0223184,"threshold_uncertainty_score":0.04437697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006195522646621831,"score_gpt":0.1848233344058108,"score_spread":0.178627811759189,"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."}}