{"id":"W3016275656","doi":"10.1101/2020.04.14.20063958","title":"A Rapidly Deployable Negative Pressure Enclosure for Aerosol-Generating Medical Procedures","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Aerosolization; Personal protective equipment; Aerosol; Medicine; Suction; Respirator; Nebulizer; Enclosure; Coronavirus disease 2019 (COVID-19); Environmental science; Waste management; Anesthesia; Inhalation; Materials science; Composite material; Chemistry; Meteorology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005922525,0.0003411854,0.000711591,0.00009499244,0.0001823529,0.00006473262,0.0001745422,0.0005980716,0.0004317936],"category_scores_gemma":[0.004893835,0.0002863547,0.0004557948,0.0001367873,0.0000621774,0.00006109412,0.0001874486,0.0008879723,0.00002195288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004079569,"about_ca_system_score_gemma":0.001129409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003745292,"about_ca_topic_score_gemma":0.00006833734,"domain_scores_codex":[0.9976416,0.0001052543,0.0005892293,0.0006819432,0.0006575518,0.0003244664],"domain_scores_gemma":[0.9984013,0.0002159109,0.0003257566,0.0003095231,0.0004386792,0.0003088724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008989514,0.002882214,0.5617444,0.1014897,0.01121006,0.0004968479,0.01048277,0.01503271,0.08348594,0.003759289,0.1698506,0.03057596],"study_design_scores_gemma":[0.02184427,0.002874282,0.04484823,0.01221441,0.007426877,0.0002947574,0.0003270395,0.7543138,0.06228966,0.004174872,0.08653158,0.002860278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4465904,0.008595935,0.4810634,0.03546757,0.006421262,0.01477348,0.0004030172,0.001968956,0.004716011],"genre_scores_gemma":[0.9868372,0.00008613698,0.00560532,0.001689114,0.003114767,0.0009077654,0.0002160583,0.00007709351,0.001466531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7392811,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755399463752044,"score_gpt":0.3009938274457355,"score_spread":0.273439832808215,"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."}}