{"id":"W2914219070","doi":"10.1039/c8nj04511a","title":"Cellulose acetate ultrafiltration membranes customized with bio-inspired polydopamine coating and <i>in situ</i> immobilization of silver nanoparticles","year":2019,"lang":"en","type":"article","venue":"New Journal of Chemistry","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Chemistry; In situ; Ultrafiltration (renal); Membrane; Cellulose; Cellulose acetate; Coating; Nanoparticle; Chemical engineering; Chitosan; Polymer chemistry; Nuclear chemistry; Nanotechnology; Chromatography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001378739,0.00045385,0.0002208558,0.0001847375,0.0002037399,0.0002390608,0.0004138363,0.000429718,0.0008179374],"category_scores_gemma":[0.00009586673,0.0002109983,0.0003553481,0.0002110736,0.0001246144,0.0002313562,0.0001178813,0.0004632326,0.0003755834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004871592,"about_ca_system_score_gemma":0.0002219734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078321,"about_ca_topic_score_gemma":0.001523669,"domain_scores_codex":[0.9999117,0.000004603603,0.000007329317,0.00002578292,0.00002606142,0.0000245516],"domain_scores_gemma":[0.9999412,0.000008706478,0.00002077953,0.000008779886,0.00001049215,0.00001001173],"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":[0.00001522959,0.000004658133,0.00001886406,0.00001944973,0.000001939091,0.00002301476,0.00000342616,0.00002243839,0.999382,0.00003184137,0.00002998955,0.0004471143],"study_design_scores_gemma":[0.000001806771,0.00001519631,0.0004888732,0.00000110878,0.000003111409,0.00005095903,0.000002528224,0.0002229582,0.9984558,0.000009904819,0.000745663,0.000002169638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492797,0.001790776,0.04144186,0.0002308403,0.0001793602,0.0001074822,0.00166065,0.0008929821,0.004416282],"genre_scores_gemma":[0.9468045,0.001382131,0.04377526,0.0001331327,0.00002057348,0.0001246555,0.001320936,0.00009506132,0.00634385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001078321,"threshold_uncertainty_score":0.003534615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00842430811210555,"score_gpt":0.2281723800379949,"score_spread":0.2197480719258894,"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."}}