{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001482253,0.0001954149,0.0004566115,0.00008729675,0.00001663856,0.00001577749,0.0001924472,0.0002525849,0.00003662969],"category_scores_gemma":[0.00001464569,0.000185894,0.0001830156,0.000093221,0.000006775481,0.00002219617,0.000003291138,0.0003741162,0.000001890256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005832107,"about_ca_system_score_gemma":0.00004567707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003625941,"about_ca_topic_score_gemma":0.000001507264,"domain_scores_codex":[0.9987459,0.00001812808,0.0006804663,0.00009676421,0.0003444047,0.0001143928],"domain_scores_gemma":[0.9993874,0.00001683108,0.0001530573,0.0001711045,0.0001906999,0.00008089172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00012989,0.0004571544,0.000339734,0.002438608,0.0003847271,0.0000308309,0.0005339337,0.01386528,0.9806339,0.00001152496,0.0005188807,0.0006555441],"study_design_scores_gemma":[0.00120932,0.0002680709,0.0006648902,0.0004424781,0.0002879873,0.00001040919,0.0003243813,0.01446972,0.9819229,0.00001678929,0.00009804984,0.0002849931],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912308,0.001141039,0.006076455,0.000002709773,0.0006041699,0.00009104967,0.000003318909,0.00001281653,0.0008376299],"genre_scores_gemma":[0.9992502,0.0000782129,0.00008191715,0.00000183965,0.0002251259,0.000001619941,0.0001022036,0.00004899062,0.0002098944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008019384,"threshold_uncertainty_score":0.7580536,"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."}}