{"id":"W4281677849","doi":"10.2196/31955","title":"Mask Use to Curtail Influenza in a Post–COVID-19 World: Modeling Study","year":2022,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Transmission (telecommunications); Face masks; Influenza pandemic; Medicine; Attack rate; Vaccination; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Environmental health; Vaccine efficacy; Demography; Virology; Disease; Outbreak; Computer science; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005253857,0.000102186,0.0002054399,0.0006193843,0.0001422682,0.00002376923,0.00005901185,0.00002256196,0.0006837426],"category_scores_gemma":[0.0004512139,0.0001003973,0.00006026089,0.0007216915,0.000005277263,0.0001113687,0.00008496426,0.0002580909,0.00004469308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000352367,"about_ca_system_score_gemma":0.0001715786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009780332,"about_ca_topic_score_gemma":0.001342535,"domain_scores_codex":[0.9987825,0.0001269184,0.0003053525,0.0002449687,0.0003408394,0.0001994652],"domain_scores_gemma":[0.9994009,0.0000663147,0.00004823685,0.0002296083,0.00007665253,0.0001783086],"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":[0.003694859,0.002006293,0.7922805,0.00005713724,0.0001178068,0.0002431709,0.0181607,0.174824,0.002236824,0.0002491808,0.003608487,0.002520996],"study_design_scores_gemma":[0.02327754,0.002605543,0.2908505,0.00005585348,0.0002804767,0.00005955322,0.01137623,0.3630765,0.00003787165,0.0002487384,0.3074386,0.0006926055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991449,0.00002009222,0.001679859,0.004800742,0.000239376,0.001370287,0.000006077029,0.00009659506,0.0003379889],"genre_scores_gemma":[0.9838022,3.709732e-7,0.00007852426,0.01057152,0.00009197771,0.0004573021,0.00001623368,0.0000176478,0.004964224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.50143,"threshold_uncertainty_score":0.7486502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07342014887452489,"score_gpt":0.3776090561969382,"score_spread":0.3041889073224133,"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."}}