{"id":"W2953535653","doi":"10.1002/cjce.23578","title":"Stability of multiple emulsions under shear stress","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emulsion; Breakup; Pulmonary surfactant; Materials science; Drop (telecommunication); Breakage; Shear stress; Rheology; Shear rate; Composite material; Capillary action; Shear (geology); Chemical engineering; Chromatography; Chemistry; Mechanics; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001480686,0.0001085534,0.0002011258,0.00008865423,0.0000179454,0.00001690941,0.0002625051,0.00007579354,0.00004308664],"category_scores_gemma":[0.00005944285,0.00008855981,0.00009794423,0.0001577671,0.00003330328,0.00006238337,0.00000994226,0.0003903986,0.000002702794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172629,"about_ca_system_score_gemma":0.0001106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003545781,"about_ca_topic_score_gemma":0.0004667969,"domain_scores_codex":[0.999253,0.00000612142,0.0002927822,0.00005683761,0.0001291171,0.0002621334],"domain_scores_gemma":[0.999349,0.0001096063,0.0000389092,0.0001933046,0.00007347277,0.00023573],"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":[0.000002742913,0.000004319539,0.001197494,0.00005330782,0.00004715775,0.000002651593,0.0001187516,0.6064653,0.3911287,0.0008937705,0.00001909808,0.00006669227],"study_design_scores_gemma":[0.0002237085,0.00002001174,0.0006852692,0.00006990354,0.00001697847,0.00002464024,0.00001872493,0.9015028,0.09710439,0.00012821,0.00007788703,0.0001274802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969286,0.0003035978,0.002168493,0.00008049153,0.0002577994,0.0000627042,0.00002257138,0.00001452354,0.0001612461],"genre_scores_gemma":[0.9995182,0.000004752324,0.0003799695,0.000009575407,0.0000519851,6.270789e-7,0.000002686869,0.00002721884,0.000004994251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2950375,"threshold_uncertainty_score":0.3611364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00510206090124943,"score_gpt":0.1685039479492138,"score_spread":0.1634018870479644,"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."}}