{"id":"W2021808788","doi":"10.1021/la104728r","title":"Stability and Tunability of O/W Nanoemulsions Prepared by Phase Inversion Composition","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Phase inversion; Pulmonary surfactant; Oil droplet; Chemical engineering; Chromatography; Composition (language); Phase (matter); Materials science; Chemistry; Analytical Chemistry (journal); Emulsion; Organic chemistry; Membrane","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000234005,0.0002880896,0.0001814489,0.0002379436,0.0001564199,0.0002866124,0.0001475775,0.0002014825,0.000374657],"category_scores_gemma":[0.0006723528,0.0001253782,0.0001775656,0.0001539961,0.0002663273,0.0004112416,0.00015735,0.0002824059,0.0001412704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000152437,"about_ca_system_score_gemma":0.0001777772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670916,"about_ca_topic_score_gemma":0.0003690045,"domain_scores_codex":[0.9998496,0.00001525582,0.00001931484,0.00004580055,0.00004431637,0.0000257303],"domain_scores_gemma":[0.9997646,0.00005777387,0.00009244979,0.00001575107,0.00004822609,0.00002105827],"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":[0.00006308631,0.000008398145,0.0001639092,0.00001615669,0.00000343474,0.00001418003,0.00001698431,0.0001280283,0.9986756,0.00004872603,0.00000686033,0.0008545053],"study_design_scores_gemma":[0.000004043248,0.00008323726,0.0005460018,0.000002009189,0.000006888864,0.00001792141,0.000007315786,0.0007180426,0.9983664,0.00002188162,0.0002222584,0.000003902526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942788,0.0004636084,0.004537089,0.00001981182,0.000007899613,0.0000196544,0.0001041109,0.00004209956,0.0005268267],"genre_scores_gemma":[0.9948301,0.000427518,0.003969726,0.00001902647,0.000005204236,0.00003923868,0.0001417319,0.00004491269,0.0005224746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000374657,"threshold_uncertainty_score":0.001253307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881581702567647,"score_gpt":0.2422491363193268,"score_spread":0.2134333192936504,"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."}}