{"id":"W27918072","doi":"10.1002/jcb.25813","title":"Numerical study of Effervescent atomization","year":2014,"lang":"en","type":"dissertation","venue":"Journal of Cellular Biochemistry","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Mechanics; Volume of fluid method; Internal flow; Body orifice; Materials science; Jet (fluid); Flow (mathematics); Viscosity; Surface tension; Mechanical engineering; Thermodynamics; Engineering; Physics; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002952109,0.0003614147,0.0002775061,0.0007854807,0.0005071766,0.0008550753,0.0008729759,0.0008736994,0.01324136],"category_scores_gemma":[0.001184712,0.0001958313,0.0003018208,0.0005417861,0.0005323808,0.0009138053,0.0005547078,0.0004405903,0.001446418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000785191,"about_ca_system_score_gemma":0.0004861006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001957566,"about_ca_topic_score_gemma":0.00137829,"domain_scores_codex":[0.9997671,0.00001928589,0.000008860363,0.00005771657,0.0001105366,0.00003657729],"domain_scores_gemma":[0.999795,0.00006323458,0.00002506268,0.00002391448,0.00007649896,0.00001632076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003499462,0.0001838927,0.005889157,0.0006029536,0.00006604505,0.0006454926,0.0004054623,0.2825819,0.256137,0.3331334,0.007750459,0.1122543],"study_design_scores_gemma":[0.00002190684,0.00009093712,0.002375259,0.00003558318,0.00001716488,0.0002406328,0.0001245195,0.9082378,0.03694729,0.02813576,0.02374035,0.00003281789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3217082,0.002286297,0.502938,0.001241346,0.0004968768,0.0002198113,0.001248143,0.001145848,0.1687155],"genre_scores_gemma":[0.8761001,0.0009713281,0.07405398,0.0001882435,0.00005509354,0.0001405282,0.0006948889,0.0003645699,0.04743135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01324136,"threshold_uncertainty_score":0.04429674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003049878816240696,"score_gpt":0.1986190414989796,"score_spread":0.1955691626827389,"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."}}