{"id":"W4413323658","doi":"10.1002/ejlt.70059","title":"β‐Sitosterol‐Enhanced Walnut Oil Liposomes: Optimization, Stability, and Applications","year":2025,"lang":"en","type":"article","venue":"European Journal of Lipid Science and Technology","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Ministry of Agriculture","funders":"","keywords":"Liposome; Chemistry; Chromatography; Food science; Biochemistry","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":[0.0002767924,0.0003384563,0.0001817672,0.0002362196,0.0001194116,0.0002609725,0.0001496586,0.0002556267,0.0004052546],"category_scores_gemma":[0.0001254169,0.0001014369,0.0002225301,0.0001841624,0.0001134195,0.0002393543,0.0002117393,0.0002718862,0.0002159634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002938599,"about_ca_system_score_gemma":0.0001959009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006070217,"about_ca_topic_score_gemma":0.0009045441,"domain_scores_codex":[0.9999095,0.00001163742,0.00001248236,0.00002048552,0.00002943524,0.00001637618],"domain_scores_gemma":[0.9999497,0.000006175495,0.00001423224,0.000003735496,0.00001745025,0.000008821649],"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":[0.00003763582,0.00002040581,0.0001235216,0.00009433409,0.000004529236,0.00002759602,0.00001408799,0.000225644,0.9974163,0.0001211797,0.00003526392,0.001879531],"study_design_scores_gemma":[0.000007430669,0.00009829238,0.0005469577,0.000006844885,0.00001210346,0.00003007183,0.000009465961,0.001338054,0.9965118,0.00002596367,0.001408023,0.000004994752],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982205,0.004351584,0.01124939,0.0001434813,0.0000234322,0.0001159075,0.0002991454,0.0000945601,0.001517611],"genre_scores_gemma":[0.9888793,0.001589845,0.007898486,0.00003497854,0.000006139736,0.00005465762,0.0002518505,0.00001664344,0.001268099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006070217,"threshold_uncertainty_score":0.002132177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005955806233586902,"score_gpt":0.2350837915706194,"score_spread":0.2291279853370325,"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."}}