{"id":"W3082658172","doi":"10.5694/mja2.50752","title":"Current <scp>COVID</scp> ‐19 guidelines for respiratory protection of health care workers are inadequate","year":2020,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respirator; Airborne transmission; Medicine; Coronavirus disease 2019 (COVID-19); Transmission (telecommunications); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Throat; Personal protective equipment; Coronavirus; Respiratory tract; Environmental health; Intensive care medicine; Respiratory system; Infectious disease (medical specialty); Disease; Pathology; Internal medicine; Surgery; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04302934,0.001294975,0.002829882,0.002882091,0.00304486,0.006518928,0.009757339,0.01968268,0.06824303],"category_scores_gemma":[0.1014182,0.001486974,0.004357509,0.002528284,0.003941764,0.005481016,0.005258998,0.01790411,0.0732992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005384256,"about_ca_system_score_gemma":0.03144467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0329254,"about_ca_topic_score_gemma":0.0442237,"domain_scores_codex":[0.9591577,0.01143932,0.00941678,0.001543589,0.01559742,0.002845285],"domain_scores_gemma":[0.8212905,0.05627846,0.01146972,0.009556458,0.08996446,0.01144044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005633708,0.0001575073,0.0006438988,0.001753786,0.00002255327,0.0001095322,0.000184894,0.0001267021,0.000494791,0.003598418,0.9380721,0.05477953],"study_design_scores_gemma":[0.00006407488,0.00009749421,0.004495411,0.007206121,0.00003156597,0.0001512404,0.0002407867,0.0001530805,0.0002786343,0.002295958,0.9849278,0.00005784891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001916678,0.04315086,0.01346558,0.6104451,0.06248334,0.003428011,0.0139626,0.003163107,0.2479848],"genre_scores_gemma":[0.01583233,0.04170047,0.03702901,0.7151826,0.02291168,0.00746827,0.02255718,0.001847162,0.1354713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06824303,"threshold_uncertainty_score":0.2282957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2473918123831793,"score_gpt":0.4364252000974271,"score_spread":0.1890333877142477,"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."}}