{"id":"W2749005921","doi":"10.11159/ffhmt17.140","title":"Enhancement of Mass Transfer in Spray Reactors through the MonoDisperse Droplet","year":2017,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dispersity; Mass transfer; Materials science; Chemical engineering; Mechanics; Physics; Engineering; Polymer chemistry","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":[0.0003894481,0.0003796664,0.000380346,0.0001830787,0.0001499191,0.0003118062,0.0005104739,0.0003972824,0.000544255],"category_scores_gemma":[0.0003363921,0.0002420867,0.0003054899,0.0001224748,0.0002672506,0.0005270786,0.0002676481,0.0004768283,0.0002593644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003996359,"about_ca_system_score_gemma":0.0002118934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005916328,"about_ca_topic_score_gemma":0.0005396031,"domain_scores_codex":[0.9998299,0.00001908618,0.000008402657,0.0000460854,0.00007528313,0.00002122043],"domain_scores_gemma":[0.999866,0.0000463354,0.00002595591,0.00001216494,0.0000375581,0.00001193186],"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":[0.0000157287,0.000009351258,0.00005154869,0.00003044086,0.000001871158,0.00001970096,0.000009925534,0.0001693159,0.9983651,0.0000818112,0.00001855116,0.001226734],"study_design_scores_gemma":[0.000006841308,0.0001212101,0.0002206756,0.000001204246,0.000002833161,0.00003275377,0.000003958075,0.003292467,0.9959711,0.00002154725,0.0003221181,0.000003138506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358643,0.001786465,0.06008555,0.0001629513,0.00005122364,0.0001249781,0.0001016151,0.000358245,0.001464693],"genre_scores_gemma":[0.9554459,0.0009193858,0.04179018,0.00005990396,0.00002682704,0.00004616772,0.0000712755,0.00003214787,0.001608058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005916328,"threshold_uncertainty_score":0.002899587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554277584887963,"score_gpt":0.2299703411063424,"score_spread":0.2144275652574628,"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."}}