{"id":"W3110270770","doi":"10.1136/bmjopen-2020-040547","title":"Mask shortage during epidemics and pandemics: a scoping review of interventions to overcome limited supply","year":2020,"lang":"en","type":"review","venue":"BMJ Open","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"University of Toronto","keywords":"Medicine; Pandemic; Economic shortage; Coronavirus disease 2019 (COVID-19); Psychological intervention; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Public health; Environmental health; Intensive care medicine; Virology; Nursing; Outbreak; Pathology; Disease; Infectious disease (medical specialty)","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":[0.01781899,0.002374284,0.007714283,0.01286678,0.001066017,0.004264288,0.002834735,0.004476263,0.006052486],"category_scores_gemma":[0.06735082,0.001630579,0.006489182,0.01047275,0.001277627,0.004450293,0.00252921,0.002164409,0.000680025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005335512,"about_ca_system_score_gemma":0.02145851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007322911,"about_ca_topic_score_gemma":0.01742883,"domain_scores_codex":[0.9885386,0.004482002,0.003995679,0.0005749483,0.001995321,0.0004133911],"domain_scores_gemma":[0.955532,0.03437056,0.006125531,0.0004717974,0.003103259,0.0003968672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001512373,0.00002903091,0.0002013402,0.9070211,0.002079937,0.00007147752,0.000283988,0.0001283075,0.0001277423,0.0003997427,0.002079535,0.08742649],"study_design_scores_gemma":[0.00009747986,0.0001617433,0.001065722,0.9642712,0.00993714,0.0001631332,0.0003801954,0.00005861079,0.0001381463,0.0002849856,0.02342283,0.0000188628],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002612698,0.998689,0.00009167788,0.000276208,0.000145429,0.0002185964,0.00004987787,0.000004511704,0.0002634514],"genre_scores_gemma":[0.002594872,0.9962149,0.0003453859,0.0002309085,0.00008289164,0.0003903663,0.00005523511,0.000002633743,0.00008275893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01781899,"threshold_uncertainty_score":0.09423691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2237844590871583,"score_gpt":0.5075208063453089,"score_spread":0.2837363472581506,"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."}}