{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003634037,0.0001126189,0.0001590858,0.00003529334,0.0003805091,0.00004930265,0.0009157922,0.00009190922,0.00005841322],"category_scores_gemma":[0.0002079946,0.00008990168,0.0001116366,0.0001519598,0.0001456281,0.0000478688,0.0001571203,0.0002327088,0.000003776144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002456096,"about_ca_system_score_gemma":0.00005609649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365004,"about_ca_topic_score_gemma":0.002841898,"domain_scores_codex":[0.9990473,0.00006141105,0.0004048495,0.0001574158,0.0001352887,0.0001936768],"domain_scores_gemma":[0.997403,0.0004396036,0.0001612269,0.001840499,0.0001184299,0.0000372677],"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":[0.000009229586,0.00009610224,0.0005206713,0.00001142317,0.00002270354,4.930209e-7,0.0001846706,0.00000497073,0.9856407,0.00422953,0.00007382774,0.009205662],"study_design_scores_gemma":[0.0008246697,0.00002946743,0.000989637,0.00003738461,0.00003247018,0.00001103301,0.00068975,0.005872932,0.814958,0.0005796221,0.1757246,0.0002504375],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855011,0.00187933,0.0002616624,0.001099289,0.0001442283,0.0002823664,0.00007422773,0.00003059169,0.01072725],"genre_scores_gemma":[0.9970179,0.0004149814,0.001938245,0.00002333305,0.00002315369,0.0001857787,0.00008961107,0.00002074091,0.0002862809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1756508,"threshold_uncertainty_score":0.3666084,"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."}}