{"id":"W7116854620","doi":"10.2139/ssrn.5958967","title":"Zein-Coated versus Zein-Inserted Kaempferol Liposomes: Enhancing Bitterness Masking, Stability, and Bioaccessibility","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Liposome; Antioxidant; Kaempferol; Coating; Raman spectroscopy; Thermal stability","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":[0.0002388148,0.0002051127,0.0001893905,0.00011503,0.00009251116,0.0003641203,0.0001746752,0.0002793861,0.001276419],"category_scores_gemma":[0.0003230802,0.000111481,0.0001443657,0.0001354315,0.0002201783,0.0004450012,0.0002321417,0.0003938192,0.0001838559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892314,"about_ca_system_score_gemma":0.0001312989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006498031,"about_ca_topic_score_gemma":0.000439201,"domain_scores_codex":[0.9998784,0.00001828354,0.000009829427,0.00002629181,0.00002430395,0.00004287409],"domain_scores_gemma":[0.9998065,0.00007106516,0.00004582461,0.00001816048,0.00002981693,0.00002880117],"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":[0.0006680632,0.00001886057,0.0001037299,0.00001702091,0.000004592288,0.00001278565,0.00001883364,0.00006382116,0.9983877,0.00005370811,0.0000104573,0.0006403567],"study_design_scores_gemma":[0.00001008263,0.0001196094,0.0005826026,0.000001339545,0.000009418125,0.00001182419,0.000007271145,0.0003926179,0.9987416,0.00001081148,0.0001108449,0.000002066608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987049,0.0001942012,0.0007336145,0.00002137764,0.00000707411,0.000009301412,0.0000738091,0.00001362268,0.0002421827],"genre_scores_gemma":[0.9985608,0.0001640252,0.0005945278,0.00001217295,0.000002823897,0.000007051887,0.00007011795,0.00001035634,0.000578196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001276419,"threshold_uncertainty_score":0.004270077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448420946825423,"score_gpt":0.2758884087069901,"score_spread":0.2414041992387359,"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."}}