{"id":"W3098773548","doi":"10.1371/journal.pone.0242304","title":"Subject validation of reusable N95 stop-gap filtering facepiece respirators in COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto General Hospital; Hospital for Sick Children; University of Toronto; University Health Network","funders":"Hospital for Sick Children; University of Toronto","keywords":"Respirator; Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Coronavirus Infections; Betacoronavirus; Virology; Medicine; Materials science; Infectious disease (medical specialty); Composite material; Pathology","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":[0.00831103,0.0009842874,0.0005461926,0.0004834629,0.0006142787,0.0005834503,0.0009617804,0.001037151,0.001675461],"category_scores_gemma":[0.01126039,0.0002688243,0.0007429297,0.0002910352,0.001025183,0.0004996443,0.001411233,0.0004708156,0.0006525518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000760784,"about_ca_system_score_gemma":0.000775483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738244,"about_ca_topic_score_gemma":0.003429909,"domain_scores_codex":[0.9943237,0.001953023,0.0006160535,0.001066844,0.00179129,0.0002491694],"domain_scores_gemma":[0.9928977,0.001984658,0.0009642551,0.000701434,0.003135592,0.0003163364],"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":[0.00771769,0.00839544,0.4232062,0.002131911,0.000307877,0.001199999,0.02411859,0.003762862,0.4319491,0.0005609603,0.001335665,0.09531372],"study_design_scores_gemma":[0.0003147335,0.1469811,0.632357,0.0004888668,0.0004238968,0.002051074,0.009024131,0.006416331,0.191826,0.0002960448,0.00966582,0.0001549971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963292,0.00008739746,0.002032128,0.00002353518,0.00001912881,0.0006765746,0.0001115058,0.000019165,0.0007013966],"genre_scores_gemma":[0.9882058,0.0001528943,0.00870927,0.000150156,0.00002625127,0.0005898384,0.0006994148,0.00002827085,0.00143819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00831103,"threshold_uncertainty_score":0.04395348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806634960980351,"score_gpt":0.31917497290939,"score_spread":0.1385114768113549,"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."}}