{"id":"W2999922791","doi":"10.1016/j.apsusc.2020.145283","title":"Antipathogen nanostructured coating for air filters","year":2020,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Infection and Immunity; Politecnico di Torino; Compagnia di San Paolo","keywords":"Filtration (mathematics); Coating; Air filter; Air filtration; Bioaerosol; Filter (signal processing); Contamination; Materials science; Air quality index; Dirt; Indoor bioaerosol; Environmental science; Environmental engineering; Indoor air quality; Composite material; Chemistry; Engineering; Environmental chemistry; Mechanical engineering; Aerosol","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005776023,0.0001367982,0.0001770261,0.00002153261,0.0005962839,0.0001277389,0.0007101735,0.00003462752,0.00009025492],"category_scores_gemma":[0.000143683,0.0001205346,0.00004217339,0.0006349988,0.0004349356,0.0001859631,0.0001315658,0.00004940948,0.000203012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002624469,"about_ca_system_score_gemma":0.0001269032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006234489,"about_ca_topic_score_gemma":0.000001208825,"domain_scores_codex":[0.9982874,0.0000124766,0.0002458235,0.0006162121,0.0003639966,0.0004740326],"domain_scores_gemma":[0.9991648,0.0001096847,0.0001182299,0.0003030689,0.00008074477,0.0002235296],"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":[0.0000134902,0.00001053103,0.00008526859,0.000009947586,8.211957e-7,2.071712e-7,0.0004152323,0.0008525227,0.9903694,0.006882292,0.0004120441,0.0009481931],"study_design_scores_gemma":[0.0001873171,0.00002406939,0.0006214342,0.000004533973,0.000007150409,8.173796e-7,0.0002943249,0.0021678,0.9934929,0.0005856692,0.002444118,0.0001698429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888335,0.00002344893,0.00756237,0.001792469,0.0001278907,0.0005543706,0.0000643894,0.0001479288,0.0008936022],"genre_scores_gemma":[0.9486561,0.000001476872,0.05018181,0.001018016,0.00005192267,0.00005208691,0.00000250053,0.0000141681,0.00002195599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04261943,"threshold_uncertainty_score":0.4915259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02501629666803909,"score_gpt":0.2557019554969585,"score_spread":0.2306856588289194,"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."}}