{"id":"W4315926387","doi":"10.1021/acsaenm.2c00161","title":"Biobased Antiviral Nonwoven Mask Filter with High Filtration Performance","year":2023,"lang":"en","type":"article","venue":"ACS Applied Engineering Materials","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Guelph","funders":"University of Guelph","keywords":"Silver nanoparticle; Materials science; Scanning electron microscope; Filtration (mathematics); Cellulose; Chemical engineering; Nuclear chemistry; Composite material; Nanoparticle; Chemistry; Nanotechnology","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":[0.0001489027,0.0001268765,0.0001920977,0.0001230419,0.00004346092,0.00003830605,0.00003035646,0.0000655749,0.0001227441],"category_scores_gemma":[0.000007544332,0.0001042698,0.00001561043,0.0002078836,0.000009742698,0.00008419973,0.00001186585,0.00005178021,0.000255835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002489118,"about_ca_system_score_gemma":0.00001522074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007602013,"about_ca_topic_score_gemma":2.794182e-7,"domain_scores_codex":[0.9993432,0.000004369624,0.0001730626,0.000152452,0.0001345851,0.000192386],"domain_scores_gemma":[0.999736,0.00001572607,0.00004482584,0.0001465464,0.00002669266,0.00003022048],"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":[0.0001752041,0.00001385613,0.0005401281,0.0001464809,0.00003005355,0.000004794861,0.00003456379,0.002454906,0.9954951,0.0004294775,0.0002133296,0.0004621081],"study_design_scores_gemma":[0.001127793,0.0001187545,0.1102263,0.00006064688,0.00004149905,0.000008526103,0.000004908674,0.001630924,0.8859776,0.000007117193,0.0006481511,0.0001477254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963251,0.000001417891,0.00218353,0.00008902718,0.0003082623,0.0003102082,0.00001495556,0.0003967431,0.0003707054],"genre_scores_gemma":[0.9985839,0.000007832932,0.0004033749,0.00006165263,0.0003304275,0.00009283958,0.0002911196,0.00003127014,0.0001976417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1096862,"threshold_uncertainty_score":0.4251998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00751423515411175,"score_gpt":0.1974481311919115,"score_spread":0.1899338960377997,"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."}}