{"id":"W2041676030","doi":"10.1002/marc.200900698","title":"The Advantages of In Situ Surfactant Generation for Miniemulsions","year":2010,"lang":"en","type":"article","venue":"Macromolecular Rapid Communications","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pulmonary surfactant; In situ; Materials science; Nucleation; Miniemulsion; Chemical engineering; Emulsion; Phase (matter); Chemistry; Organic chemistry; Composite material; Polymer; Polymerization","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":[0.0002290957,0.000457881,0.000248011,0.0001869087,0.0001759064,0.0004288757,0.0003530495,0.0004397911,0.001342583],"category_scores_gemma":[0.000497584,0.0002281044,0.0002338643,0.00009767916,0.0001939777,0.0005584089,0.0003017057,0.0007977635,0.0004615838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147046,"about_ca_system_score_gemma":0.000129602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108265,"about_ca_topic_score_gemma":0.0001782132,"domain_scores_codex":[0.999879,0.00002541487,0.00001273433,0.00002824508,0.00004192577,0.0000126114],"domain_scores_gemma":[0.9997301,0.0001033955,0.00005265132,0.00002568302,0.00006098353,0.0000271651],"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":[0.00002447976,0.000007481001,0.00003482911,0.00006186359,0.000002197241,0.00004078235,0.00001376823,0.00003473703,0.9971932,0.0001644733,0.00003245854,0.002389851],"study_design_scores_gemma":[0.000004758137,0.00008977082,0.0001014844,0.00000392105,0.00001105244,0.0002369978,0.000006298988,0.0003490147,0.9945362,0.00008808268,0.004568934,0.000003564802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7991378,0.01857383,0.1689102,0.001339279,0.0006751662,0.0001318777,0.0003210995,0.0009141007,0.009996664],"genre_scores_gemma":[0.9403592,0.007346216,0.04487166,0.0002806392,0.000189048,0.00006520041,0.0002650378,0.0002047313,0.006418376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001342583,"threshold_uncertainty_score":0.004491448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167674644081905,"score_gpt":0.2846628565127344,"score_spread":0.2629861100719153,"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."}}