{"id":"W1973382372","doi":"10.1115/fedsm2007-37284","title":"Suspension Spray in a Twin-Fluid Atomizer","year":2007,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Los Alamos National Laboratory; National Research Council Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Spray nozzle; Nozzle; Body orifice; Spray characteristics; Materials science; Suspension (topology); Two-phase flow; Mechanics; Weber number; Jet (fluid); Viscosity; Pressure drop; Flow (mathematics); Composite material; Thermodynamics; Mechanical engineering; Reynolds number","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001970584,0.0000804529,0.0001009303,0.00009974857,0.000010619,0.000009525965,0.00004849012,0.00006402581,0.0002291031],"category_scores_gemma":[0.000002704075,0.00007263546,0.00003101389,0.0001255209,0.000006243829,0.00004870327,0.000006443181,0.0000949887,0.000143945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004461096,"about_ca_system_score_gemma":0.000004403445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000494727,"about_ca_topic_score_gemma":0.00129469,"domain_scores_codex":[0.9994486,0.000003081114,0.0001589894,0.00008761584,0.00007520862,0.0002264788],"domain_scores_gemma":[0.9998035,0.00002381275,0.00000118696,0.0001094665,0.00001007963,0.00005194291],"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":[0.0001594071,0.0001519305,0.02778064,0.0001394083,0.00005342001,0.0003645056,0.0009969037,0.03312316,0.8190723,0.09713963,0.01118451,0.009834195],"study_design_scores_gemma":[0.006008249,0.0001055722,0.2165002,0.0001293451,0.00002362433,0.00004070443,0.0002916513,0.6067509,0.1254662,0.001562697,0.04176201,0.001358883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052687,0.0001144412,0.03557739,0.0000637719,0.0001898018,0.0000891988,6.669538e-7,0.0001599677,0.05853608],"genre_scores_gemma":[0.9983817,0.00003961254,0.001083233,0.0001016728,0.00003293202,0.000001422553,0.000002506581,0.00002027591,0.0003365896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6936061,"threshold_uncertainty_score":0.2961988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006294694215698816,"score_gpt":0.2070935526091697,"score_spread":0.2007988583934709,"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."}}