{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002504834,0.0001123889,0.0003069711,0.00003691615,0.00002190611,0.00003250064,0.00009020571,0.00004050841,0.000126358],"category_scores_gemma":[0.00007865841,0.00008719537,0.00003434089,0.0001198052,0.0000661785,0.0003767117,0.00001859912,0.0000869873,0.000004466107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002892866,"about_ca_system_score_gemma":0.00008664357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003030028,"about_ca_topic_score_gemma":0.00001410786,"domain_scores_codex":[0.998971,0.00003484707,0.0004897611,0.0001271549,0.0002467241,0.0001304869],"domain_scores_gemma":[0.9989799,0.0001318952,0.0005963459,0.00009830095,0.0001315484,0.00006207048],"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":[0.0006095498,0.00004368442,0.005124308,0.0001236629,0.00001515087,0.000004876523,0.0004849366,0.0004250385,0.9929121,5.254561e-7,0.00001975784,0.0002364791],"study_design_scores_gemma":[0.002185669,0.00006150582,0.0007743579,0.0002136692,0.00002951522,0.00007725541,0.0005867457,0.00006812591,0.9958758,0.00000619822,0.0000316468,0.00008955069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983004,0.0009798162,0.00004187246,0.0001200254,0.0001004552,0.00006902208,0.000002202538,0.000009311079,0.0003769302],"genre_scores_gemma":[0.9990453,0.00008836257,0.0005209945,0.00001828188,0.00003822376,8.572771e-7,9.924105e-7,0.000009366459,0.0002776487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00434995,"threshold_uncertainty_score":0.3555724,"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."}}