{"id":"W3042581343","doi":"10.3399/bjgp20x710969","title":"The efficacy of PPE for COVID-19-type respiratory illnesses in primary and community care staff","year":2020,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; St. Michael's Hospital","funders":"NIHR Leicester Biomedical Research Centre; Economic and Social Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"Medicine; Harm; Coronavirus disease 2019 (COVID-19); Demography; Pediatrics; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001216314,0.00005190296,0.0001940649,0.00003390442,0.0002675161,0.0000399818,0.00005939034,0.00004410411,0.000007046781],"category_scores_gemma":[0.01233998,0.00004622503,0.00005715518,0.0001193754,0.00005535954,0.0002493599,0.00002444151,0.0004618882,2.895608e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006588257,"about_ca_system_score_gemma":0.0004000445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002226493,"about_ca_topic_score_gemma":0.00009225795,"domain_scores_codex":[0.9988291,0.0004997599,0.0003698004,0.00005494907,0.0001631433,0.0000832486],"domain_scores_gemma":[0.9973851,0.001406175,0.0004024195,0.00006583999,0.0006232354,0.0001172292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06994151,0.003237513,0.03400903,0.004283223,0.001072137,0.001331335,0.01836241,0.003696255,0.05601886,0.0006080137,0.09703853,0.7104012],"study_design_scores_gemma":[0.01673655,0.005933976,0.1499692,0.0003374394,0.0005292017,0.003039448,0.00969294,0.0003089541,0.00134711,0.00006033674,0.8118454,0.000199471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817901,0.01004832,0.001631154,0.005140415,0.0002789219,0.0003361671,0.00001025405,0.000007238159,0.0007574688],"genre_scores_gemma":[0.9948481,0.0008741099,0.0005171773,0.003376194,0.0003472529,0.000001920553,0.000005772765,0.000008580322,0.00002085127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7148068,"threshold_uncertainty_score":0.9959795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04758534469375651,"score_gpt":0.345989439050114,"score_spread":0.2984040943563575,"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."}}