{"id":"W4321482556","doi":"10.1021/acs.langmuir.2c02794","title":"Morphological Behavior of Liposomes and Lipid Nanoparticles","year":2023,"lang":"en","type":"article","venue":"Langmuir","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Vesicle; Liposome; Bilayer; Chemistry; Lipid bilayer; Lipid bilayer fusion; Biophysics; Membrane; Membrane curvature; Monolayer; Biological membrane; Lipid bilayer phase behavior; Chromatography; Chemical engineering; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001347112,0.0001601001,0.0001021573,0.0001565339,0.000134774,0.0002908852,0.0001827102,0.0002977719,0.000615598],"category_scores_gemma":[0.0003109011,0.0001403005,0.0001423127,0.0001038309,0.0002260916,0.0002461385,0.0001934399,0.0002480992,0.000274201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002850137,"about_ca_system_score_gemma":0.0001077354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003168653,"about_ca_topic_score_gemma":0.0002395365,"domain_scores_codex":[0.9998655,0.00001783212,0.00001118248,0.00003961374,0.00004623456,0.00001954644],"domain_scores_gemma":[0.9998682,0.00002668145,0.00003202192,0.00001429169,0.00004056107,0.00001823581],"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":[0.00002900585,0.000005957136,0.0002763463,0.00001796734,0.000002418068,0.00004163416,0.00003162814,0.0001670847,0.9979987,0.0002376635,0.00001778079,0.001173895],"study_design_scores_gemma":[0.00000500818,0.00006258879,0.002185947,0.000004771297,0.000003310426,0.0001293283,0.00003108261,0.001786136,0.9941306,0.0001017812,0.001553898,0.00000557669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877386,0.0007854,0.00831342,0.0001061402,0.0000219765,0.00003815043,0.0002174381,0.00008305907,0.002695776],"genre_scores_gemma":[0.9919586,0.0004311115,0.005012704,0.00006248851,0.000005698856,0.00004269551,0.0002067192,0.00003945821,0.00224055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000615598,"threshold_uncertainty_score":0.002067924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494749721813182,"score_gpt":0.2631877844225919,"score_spread":0.2482402872044601,"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."}}