{"id":"W4298213162","doi":"","title":"Miniemulsions via in situ Surfactant Generation","year":2010,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pulmonary surfactant; In situ; Materials science; Environmental science; Chemical engineering; Chemistry; Engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001794676,0.0001750039,0.0001980172,0.00007587501,0.00022473,0.000163086,0.0004668975,0.000181859,0.0009924434],"category_scores_gemma":[0.000536099,0.0001748008,0.00008662448,0.0002873316,0.00008213266,0.0001524231,0.0001341027,0.0003724366,0.00007051454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005546172,"about_ca_system_score_gemma":0.00008514719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494284,"about_ca_topic_score_gemma":0.02268542,"domain_scores_codex":[0.9980565,0.0005686102,0.0004015649,0.0004033147,0.0002828785,0.0002871357],"domain_scores_gemma":[0.99764,0.0005130267,0.000176287,0.001017688,0.0005086952,0.0001443063],"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":[0.00000401691,0.0002300535,0.008610184,0.00001480382,0.000009336299,0.000003671969,0.001537423,0.000004768095,0.9687901,0.004237067,0.0001743452,0.01638424],"study_design_scores_gemma":[0.0005967807,1.493994e-7,0.005686273,0.0001682649,0.000009581291,0.00001543067,0.0001422582,0.01163744,0.9558021,0.0002415691,0.02539682,0.0003033094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.870635,0.0001019763,0.001923955,0.00137908,0.0001787241,0.00009472485,0.00001462917,0.00009914712,0.1255728],"genre_scores_gemma":[0.9873198,0.00003735967,0.003505961,0.00003371148,0.00003951865,0.00002660653,0.0001100002,0.00002624822,0.008900853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1166848,"threshold_uncertainty_score":0.9999208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140974185296684,"score_gpt":0.2153598377556964,"score_spread":0.2039500959027295,"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."}}