{"id":"W4200529398","doi":"10.3390/ma14247681","title":"Antimicrobial Activity of 3D-Printed Acrylonitrile Butadiene Styrene (ABS) Polymer-Coated with Silver Nanoparticles","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Mitacs","keywords":"Acrylonitrile butadiene styrene; Acinetobacter baumannii; Silver nanoparticle; Antimicrobial; Biofilm; Materials science; Pseudomonas aeruginosa; Staphylococcus aureus; Microbiology; Pathogenic bacteria; Nanoparticle; Nanotechnology; Bacteria; Biology; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003178804,0.0002082654,0.000474793,0.00004931906,0.0001490788,0.0001401939,0.0002336305,0.00007931886,0.002867969],"category_scores_gemma":[0.00005142654,0.000171347,0.00004524364,0.0003257975,0.0001872008,0.0002026317,0.0001527115,0.00003951565,0.0002207259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429686,"about_ca_system_score_gemma":0.0001030286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003022931,"about_ca_topic_score_gemma":0.00005485302,"domain_scores_codex":[0.9983301,0.0001544086,0.0004299958,0.000438412,0.0002300315,0.0004170597],"domain_scores_gemma":[0.9988096,0.00008759881,0.0002568096,0.0005575485,0.000187495,0.00010089],"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":[0.0001919892,0.00036869,0.0002161012,0.00004619503,0.00002120875,0.00001404068,0.00009401118,0.0000169709,0.9981666,0.000441374,0.00006262877,0.0003602436],"study_design_scores_gemma":[0.0005576504,0.00005068279,0.002440643,0.00007241727,0.00005603916,0.0000253944,0.00003355548,0.00000744148,0.9963157,0.000037048,0.0001832609,0.0002201823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986259,0.00005929132,0.00007135245,0.0002723487,0.0001811226,0.0002184635,0.0003399042,0.0001063168,0.0001252668],"genre_scores_gemma":[0.9982358,0.00001374025,0.001295174,0.00006349125,0.00007140194,0.00005030369,0.00001654845,0.00003139311,0.0002221616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002647243,"threshold_uncertainty_score":0.9980435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140298998464147,"score_gpt":0.2359839456019551,"score_spread":0.2219540457555404,"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."}}