{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044278,0.00005683845,0.000106091,0.0001063391,0.001067281,0.0002189598,0.00002114649,0.00005847156,0.000009162073],"category_scores_gemma":[0.0003165016,0.000050878,0.00004244343,0.00004830479,0.00007778603,0.0003417726,0.0000163568,0.00005037476,0.000004105951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009873189,"about_ca_system_score_gemma":0.00008956991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008222421,"about_ca_topic_score_gemma":0.00002449985,"domain_scores_codex":[0.9992238,0.0000132341,0.0001928204,0.0003016224,0.0001656888,0.0001028206],"domain_scores_gemma":[0.9988664,0.000008030362,0.0003549662,0.000455472,0.0002630676,0.0000520627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004472801,0.0001019194,0.0420562,0.0004884376,0.00006089077,0.0001126019,0.0001819737,0.0000307232,0.9253129,0.001378802,0.004721392,0.02510692],"study_design_scores_gemma":[0.002668592,0.0004408599,0.2358171,0.0004386719,0.000228477,0.0007789478,0.0002461841,0.01054029,0.3534683,0.002069182,0.3929868,0.0003165893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664756,0.00002586474,0.021163,0.0001684982,0.006169489,0.001260046,0.000001354021,0.0000988707,0.004637292],"genre_scores_gemma":[0.9959452,2.732141e-7,0.0001287486,0.000009582785,0.0001836451,0.00004479099,0.000009485919,0.000006973173,0.003671367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5718446,"threshold_uncertainty_score":0.820877,"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."}}