{"id":"W4414282053","doi":"10.56238/medcientifica-011","title":"ANTIVIRAL COATINGS TO PRODUCE BREATHABLE AND BIODEGRADABLE FILTER MASKS","year":2025,"lang":"en","type":"article","venue":"","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Filter (signal processing); Human health; Membrane filter; Scale (ratio); Permeation","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":[0.0001423298,0.0003430822,0.0001299577,0.0002330794,0.0001191847,0.0002204932,0.0002179489,0.0004030877,0.0007228735],"category_scores_gemma":[0.0003083495,0.0001491459,0.0002532585,0.000105522,0.0001122537,0.0002408789,0.0002203236,0.0003434705,0.0002737744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001575822,"about_ca_system_score_gemma":0.0001066844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002622853,"about_ca_topic_score_gemma":0.0005916122,"domain_scores_codex":[0.9998409,0.00001152307,0.00001071233,0.00002723291,0.00008042408,0.00002913598],"domain_scores_gemma":[0.9998685,0.00002204347,0.00004799544,0.00001354662,0.0000308356,0.00001700245],"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":[0.00000740552,0.000005509185,0.00007731262,0.00005657968,0.000003487876,0.000076518,0.00001307399,0.00004869089,0.9974826,0.0001081316,0.0000503305,0.002070471],"study_design_scores_gemma":[0.000002608678,0.0001041661,0.0007509904,0.00000710395,0.000007665359,0.0002115528,0.00001220779,0.000450683,0.9943909,0.00002620609,0.004031714,0.000004143282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437484,0.008170627,0.03905488,0.0002322547,0.0004339441,0.0001457088,0.0003100439,0.0003310977,0.007573073],"genre_scores_gemma":[0.9707413,0.002517747,0.0226552,0.00009218751,0.00003882796,0.00004307523,0.000161356,0.00004901241,0.003701187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007228735,"threshold_uncertainty_score":0.00241828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101491279769582,"score_gpt":0.2698852615431122,"score_spread":0.2588703487454164,"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."}}