{"id":"W1972276667","doi":"10.1002/macp.200900660","title":"Miniemulsions via in situ Surfactant Generation","year":2010,"lang":"en","type":"article","venue":"Macromolecular Chemistry and Physics","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pulmonary surfactant; Stearic acid; In situ; Chemistry; Stearate; Chemical engineering; Dispersity; Emulsion; In situ polymerization; Polymer chemistry; Polymerization; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007272888,0.0001836529,0.0001819456,0.000003451503,0.00009273161,0.00006193568,0.0001222711,0.0001687145,0.000318711],"category_scores_gemma":[0.00001638621,0.000185219,0.00006147177,0.0001028123,0.00005162925,0.00005954665,0.0000518923,0.0003312389,0.000008639176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001712008,"about_ca_system_score_gemma":0.00002871247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005803295,"about_ca_topic_score_gemma":0.00004044611,"domain_scores_codex":[0.9990728,0.000008731528,0.0002079746,0.0003156855,0.000160709,0.0002341058],"domain_scores_gemma":[0.9994572,0.00002298803,0.00006761909,0.0003105558,0.00003252085,0.0001090785],"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":[0.000007482968,0.00007950279,0.001591673,0.00006520157,0.00001389032,0.00003908515,0.0001046448,0.00000933476,0.9921899,0.0000447025,0.00002550975,0.005829034],"study_design_scores_gemma":[0.0003559477,0.000003479313,0.0001458813,0.00001811286,0.00001110645,0.00003248714,0.00003797375,0.002554822,0.9936654,0.0002521956,0.002685402,0.0002372221],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784954,0.00007396293,0.0002677345,0.00003465709,0.00008442109,0.00004116485,0.00002002163,0.00003349658,0.0209492],"genre_scores_gemma":[0.9987593,0.00001125833,0.00021231,0.00002971123,0.0002983647,0.00001354149,0.00007897559,0.00002203735,0.0005745034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0203747,"threshold_uncertainty_score":0.7553012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007660541990545065,"score_gpt":0.2134785696410718,"score_spread":0.2058180276505267,"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."}}