{"id":"W4282926298","doi":"10.1021/acscentsci.1c01556","title":"Durable Surfaces from Film-Forming Silver Assemblies for Long-Term Zero Bacterial Adhesion without Toxicity","year":2022,"lang":"en","type":"article","venue":"ACS Central Science","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; British Columbia Knowledge Development Fund; Michael Smith Health Research BC; Canada Foundation for Innovation","keywords":"Silver nanoparticle; Coating; Materials science; Nanotechnology; Adhesion; Biofilm; Biocompatibility; Superhydrophilicity; Biofouling; Chemical engineering; Nanoparticle; Chemistry; Composite material; Wetting; Metallurgy; Bacteria","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":[0.0002062529,0.0004458897,0.0002337584,0.0002100306,0.0002522815,0.0005440729,0.0003915958,0.0006860256,0.001786543],"category_scores_gemma":[0.0005176078,0.0003277492,0.000228666,0.0001229396,0.000170103,0.0004212937,0.0005484881,0.001010783,0.001114312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529764,"about_ca_system_score_gemma":0.0001360679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002156474,"about_ca_topic_score_gemma":0.0007231013,"domain_scores_codex":[0.9997783,0.00002438202,0.00001079349,0.00004066541,0.00009738681,0.00004843111],"domain_scores_gemma":[0.9998212,0.00003289509,0.00004058324,0.00002937692,0.00004123511,0.00003468832],"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":[0.00002012774,0.00001417893,0.0000446502,0.00004803382,0.000004799447,0.00003284121,0.00001996201,0.00006780939,0.9955044,0.000206688,0.0004684632,0.003568022],"study_design_scores_gemma":[0.000008109134,0.0001689975,0.0006042622,0.00001283233,0.00001062978,0.0001177237,0.00002638906,0.001132621,0.9921438,0.0001236057,0.005642975,0.000008038819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867769,0.01190383,0.07740529,0.0009881683,0.001020207,0.0001853127,0.0007254215,0.002521557,0.01847327],"genre_scores_gemma":[0.9706937,0.001662674,0.01761308,0.0001906549,0.00005319803,0.00008780373,0.0006052774,0.0001897829,0.008903742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001786543,"threshold_uncertainty_score":0.005976558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434293926224097,"score_gpt":0.2502178992513087,"score_spread":0.2358749599890677,"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."}}