{"id":"W2325207415","doi":"10.1021/la203207p","title":"Supported Lipid Bilayers on Biocompatible Polysaccharide Multilayers","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Steacie Institute for Molecular Sciences; University of Ottawa","funders":"","keywords":"Polyelectrolyte; Fluorescence recovery after photobleaching; Chemical engineering; Lipid bilayer; Vesicle; Polymer; Biocompatibility; Chemistry; Membrane; Layer by layer; Polyelectrolyte adsorption; Substrate (aquarium); Quartz crystal microbalance; Adsorption; Materials science; Polymer chemistry; Layer (electronics); Organic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001370114,0.000177437,0.0002112122,0.0001268037,0.000139822,0.00003341088,0.0002501146,0.00005384487,0.003539041],"category_scores_gemma":[0.00003294796,0.0001452721,0.00007184039,0.0001597304,0.00008293673,0.0001864367,0.00007662571,0.0001020489,0.004522729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004093735,"about_ca_system_score_gemma":0.00001937071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008421876,"about_ca_topic_score_gemma":0.00008201029,"domain_scores_codex":[0.9988067,0.00005024903,0.0002357948,0.0003229091,0.0002235345,0.0003607851],"domain_scores_gemma":[0.9993976,0.00005870668,0.0001165331,0.000294465,0.00004489105,0.00008781648],"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":[0.0001026474,0.0001219606,0.005547329,0.00000859087,0.00002426581,0.00001858706,0.002558223,0.00000306493,0.9824603,0.0001715618,0.008099468,0.0008839603],"study_design_scores_gemma":[0.0002591798,0.00007756145,0.02131995,0.00001804194,0.00001275699,0.000005667914,0.0004514642,0.00003035901,0.9701262,0.00002677335,0.00747564,0.0001963732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811071,0.00007265261,0.00005190304,0.0002326991,0.001154552,0.0001302851,0.00003847631,0.0003214287,0.01689094],"genre_scores_gemma":[0.9970384,0.000006417059,0.0007202306,0.0006033785,0.00009241785,0.00002824438,0.000002598879,0.00002350322,0.00148476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01593138,"threshold_uncertainty_score":0.9973719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06317155912089649,"score_gpt":0.2808699018099703,"score_spread":0.2176983426890738,"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."}}