{"id":"W2569494872","doi":"10.1038/srep39956","title":"Universal and reusable virus deactivation system for respiratory protection","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Research Foundation of Korea; National Research Foundation; University of Alberta","keywords":"Respiratory system; Virus; Virology; Coronavirus disease 2019 (COVID-19); Computer science; Medicine; Pathology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003162077,0.0005611329,0.0003047315,0.0002651054,0.0001724824,0.0002669346,0.0005175711,0.0006277945,0.0008889303],"category_scores_gemma":[0.0003434761,0.0001918933,0.000513331,0.0001056905,0.0002076858,0.0004894107,0.0004821851,0.000411905,0.0004813007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002125124,"about_ca_system_score_gemma":0.0002362329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003098126,"about_ca_topic_score_gemma":0.0003696428,"domain_scores_codex":[0.9996281,0.00003397298,0.00002703618,0.0001068879,0.0001495282,0.00005450345],"domain_scores_gemma":[0.999761,0.00003087557,0.00008151207,0.0000374493,0.00005363228,0.00003545344],"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":[0.00002200455,0.00001211491,0.0002248938,0.00004908945,0.000006904034,0.00005051511,0.00001586821,0.00005002788,0.9957008,0.00007813548,0.00007219551,0.003717411],"study_design_scores_gemma":[0.000005130937,0.0002992253,0.00161287,0.000006608844,0.00002041983,0.000563556,0.00001304728,0.0009910213,0.9928155,0.00003027231,0.003629057,0.00001331001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.857467,0.004782552,0.1328071,0.0002568342,0.000305784,0.0002834109,0.0003837994,0.001303826,0.002409822],"genre_scores_gemma":[0.9244247,0.00157658,0.06788471,0.0002232007,0.00006781422,0.0001536649,0.0005109509,0.00008486232,0.005073631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008889303,"threshold_uncertainty_score":0.002973795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654812855301539,"score_gpt":0.2833425684257898,"score_spread":0.2467944398727744,"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."}}