{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003129604,0.0001510574,0.0001469807,0.00002960319,0.000782198,0.0001548665,0.0003794497,0.00006388978,0.00009362495],"category_scores_gemma":[0.00009031886,0.0001388156,0.00006759571,0.0001514823,0.0001724239,0.00003903103,0.0003753836,0.00007649136,0.000002310687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005541601,"about_ca_system_score_gemma":0.0001756806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001232427,"about_ca_topic_score_gemma":0.00007634533,"domain_scores_codex":[0.9984179,0.0000383406,0.0001862104,0.0005069099,0.0002571695,0.0005934984],"domain_scores_gemma":[0.9994285,0.00001847946,0.0001103392,0.0002557705,0.00005859809,0.0001283663],"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":[0.0001709546,0.0000358639,0.0166293,0.000004919225,0.000008073922,0.000001531761,0.00005997472,0.00004974453,0.9814317,0.00001161898,0.0003835009,0.00121286],"study_design_scores_gemma":[0.0003784319,0.0002081411,0.0751072,0.000008840489,0.00001130799,0.000006274238,0.00005091708,0.0001347588,0.9203974,0.0000145514,0.003472218,0.0002099785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997945,0.00006409014,0.000099178,0.000117,0.001286226,0.0002486816,0.0001398055,0.00001773857,0.00008229884],"genre_scores_gemma":[0.9982841,0.00003185207,0.0008208821,0.0001631589,0.0002506107,0.00001010308,0.0002310011,0.00001325475,0.0001950143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06103428,"threshold_uncertainty_score":0.6016114,"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."}}