{"id":"W3086529174","doi":"10.7860/jcdr/2020/45175.13918","title":"Intelligent Use of Mask in the View of Extraordinary Shortage Situation of COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respirator; Pandemic; Economic shortage; Coronavirus disease 2019 (COVID-19); Personal protective equipment; Agency (philosophy); Medicine; Medical emergency; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Disease; Infectious disease (medical specialty); Sociology","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":[0.0005645133,0.0003226176,0.0006588864,0.000889715,0.000247476,0.00114068,0.0007639931,0.001532779,0.001580967],"category_scores_gemma":[0.001458419,0.0001346851,0.0005857947,0.0007278777,0.0003394682,0.001331706,0.0004534636,0.0007357064,0.000490482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006782014,"about_ca_system_score_gemma":0.001617698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002923786,"about_ca_topic_score_gemma":0.005362085,"domain_scores_codex":[0.9995433,0.0001311505,0.00008537088,0.00005846575,0.0001365326,0.00004528063],"domain_scores_gemma":[0.9996029,0.0001551257,0.00008164224,0.000006123652,0.0001310396,0.00002319703],"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":[0.0002635407,0.00007883912,0.003752331,0.04086056,0.0002336189,0.004087181,0.00110349,0.0007395917,0.006596666,0.006565161,0.04074537,0.8949736],"study_design_scores_gemma":[0.00003008982,0.0003118989,0.009985321,0.01088595,0.0004650801,0.01055612,0.002279177,0.0006515837,0.005277353,0.003142927,0.9563493,0.0000652227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.002702751,0.9882318,0.0005700912,0.00380834,0.0006844014,0.00001560145,0.0000519089,0.00001443559,0.003920637],"genre_scores_gemma":[0.01942529,0.9754857,0.001362673,0.001569423,0.0006171276,0.00002367736,0.00006906714,0.000005354303,0.001441712],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.002923786,"threshold_uncertainty_score":0.005813539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5442701912621021,"score_gpt":0.5557503876820353,"score_spread":0.01148019641993325,"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."}}