{"id":"W4225105000","doi":"10.1101/2022.04.28.489879","title":"An Engineered Nanocomposite Copper Coating with Enhanced Antibacterial Efficacy","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Bioburden; Coating; Antimicrobial; Nanocomposite; Copper; Antibacterial activity; Materials science; Bacteria; Staphylococcus aureus; Microbiology; Nanotechnology; Chemistry; Metallurgy; Biology","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":[0.0001158833,0.0004527869,0.0002230754,0.0003976687,0.0001287994,0.000394018,0.0003482752,0.0005459202,0.0006275065],"category_scores_gemma":[0.0002388307,0.0002747448,0.0002408297,0.0002398775,0.0001614722,0.0001914196,0.0002135519,0.000251791,0.0002581609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00036181,"about_ca_system_score_gemma":0.000138124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007246317,"about_ca_topic_score_gemma":0.001176167,"domain_scores_codex":[0.9998571,0.000009447393,0.00000884021,0.00003691629,0.00005708014,0.00003068022],"domain_scores_gemma":[0.9998116,0.00001927656,0.00005888208,0.00001040906,0.00006383506,0.00003604133],"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":[0.00003730882,0.0000180289,0.00006318267,0.0000661963,0.000006671093,0.00006985397,0.000008978075,0.0001908779,0.9971885,0.00005150616,0.0001353103,0.002163578],"study_design_scores_gemma":[0.00001228023,0.000190864,0.001056181,0.000008394942,0.00002622615,0.0001230232,0.000008417886,0.004277007,0.9916809,0.00001338456,0.002591245,0.00001194031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981311,0.002058413,0.01009625,0.0001135761,0.0001903919,0.00005285874,0.0002084456,0.0005305245,0.00543863],"genre_scores_gemma":[0.9881451,0.0004111444,0.008397305,0.00006442074,0.00001984479,0.00002772572,0.0001077286,0.00005922583,0.002767606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007246317,"threshold_uncertainty_score":0.002625167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008973036245940957,"score_gpt":0.2361706052195791,"score_spread":0.2271975689736382,"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."}}