{"id":"W4407640279","doi":"10.3390/molecules30040921","title":"Yeast Viability in HLD–NAC-Designed Fully Dilutable Lecithin-Linker Microemulsions","year":2025,"lang":"en","type":"article","venue":"Molecules","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microemulsion; Linker; Lecithin; Yeast; Chemistry; Food science; Chromatography; Biochemistry; Computer science; Pulmonary surfactant; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001792119,0.0001980866,0.0002885628,0.00007381958,0.0001120302,0.00007758119,0.0002888681,0.0001716069,0.0006637373],"category_scores_gemma":[0.0001346115,0.0001838285,0.0001073583,0.0003277922,0.00005803753,0.00006319661,0.0001114283,0.0002103731,0.00007159197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546039,"about_ca_system_score_gemma":0.000116754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007283657,"about_ca_topic_score_gemma":0.0002919419,"domain_scores_codex":[0.9986137,0.00005519516,0.0003760222,0.0004115892,0.0001798231,0.000363672],"domain_scores_gemma":[0.9992433,0.00008641714,0.00006241882,0.0004755346,0.0000578625,0.00007443115],"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":[0.00006443078,0.0002023896,0.01596517,0.0001160978,0.00003517451,0.00002493778,0.0001479668,0.00007462979,0.9791913,0.0005590898,0.001245251,0.002373525],"study_design_scores_gemma":[0.002367594,0.00003492472,0.02359385,0.0005438532,0.00005704256,0.000009574938,0.001096456,0.00149011,0.8910118,0.003085173,0.0759084,0.0008012239],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927848,0.0004597554,0.0006648647,0.0003198484,0.0001855709,0.0001506859,0.00004266156,0.00009871055,0.07022994],"genre_scores_gemma":[0.9863071,0.000008342186,0.0003267197,0.0001788792,0.00003608521,0.00004936321,0.00001273768,0.00001951061,0.01306129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08817954,"threshold_uncertainty_score":0.7496307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007137542987890434,"score_gpt":0.2336557554376541,"score_spread":0.2265182124497637,"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."}}