{"id":"W2122442539","doi":"10.1021/la200003n","title":"Study of PEGylated Lipid Layers as a Model for PEGylated Liposome Surfaces: Molecular Dynamics Simulation and Langmuir Monolayer Studies","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Monolayer; Molecular dynamics; Ethylene glycol; Bilayer; Membrane; Lipid bilayer; PEG ratio; Chemistry; Langmuir; Chemical engineering; Liposome; Chemical physics; Crystallography; Organic chemistry; Adsorption; Computational 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":[],"consensus_categories":[],"category_scores_codex":[0.00009895939,0.0002160075,0.0002895334,0.00006166947,0.0000702897,0.0000102003,0.0001335039,0.0001709735,0.00000414333],"category_scores_gemma":[0.00004371514,0.0001844863,0.00007561016,0.00009524365,0.00004425832,0.00001023721,0.00009499704,0.00007144061,0.000001385936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001685283,"about_ca_system_score_gemma":0.00003617576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007253188,"about_ca_topic_score_gemma":0.0001384252,"domain_scores_codex":[0.9989897,0.00004180453,0.0002656881,0.0003612737,0.0001231078,0.0002184293],"domain_scores_gemma":[0.999324,0.00001622189,0.0001289849,0.0002730744,0.0002008483,0.00005690087],"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":[0.0006510705,0.0005244814,0.01162373,0.0001971999,0.0007183019,0.00001515183,0.01239835,0.01641629,0.9562805,0.0001656768,0.00005123889,0.0009580679],"study_design_scores_gemma":[0.01028513,0.005558194,0.02472432,0.00009037905,0.001446212,0.00003961401,0.01561122,0.264893,0.6744975,0.0005911288,0.0004882014,0.001775079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983271,0.0002522373,0.0004604941,0.0000232567,0.00009112732,0.0006329042,0.00004536628,0.00003096787,0.0001365207],"genre_scores_gemma":[0.99888,0.000032688,0.0004431174,0.00006526811,0.00005104428,0.00004120776,0.0001006759,0.00003904935,0.0003469568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2817829,"threshold_uncertainty_score":0.7523133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05056026879789931,"score_gpt":0.3203918769998777,"score_spread":0.2698316082019784,"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."}}