{"id":"W4413582643","doi":"10.64628/aam.kuupwdnka","title":"Should public health measures like masking continue beyond the pandemic? Data on viral infections shows their benefits","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Pandemic; Masking (illustration); Coronavirus disease 2019 (COVID-19); Public health; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Environmental health; Data science; Medicine; Computer science; Infectious disease (medical specialty); Outbreak; Disease; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002914634,0.0003903695,0.000620236,0.0003303596,0.0008573463,0.0002242663,0.0005155514,0.0002849915,0.001566452],"category_scores_gemma":[0.0003207198,0.000255838,0.0002738823,0.0002363109,0.00006702796,0.000171561,0.001269978,0.002202726,0.00002309408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400167,"about_ca_system_score_gemma":0.0008024992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008533781,"about_ca_topic_score_gemma":0.00294954,"domain_scores_codex":[0.9969594,0.0004196616,0.0006513236,0.000816748,0.0006769695,0.0004759082],"domain_scores_gemma":[0.9970001,0.0002914134,0.0004306896,0.00188072,0.0002122149,0.0001848587],"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":[0.0003525629,0.001681016,0.2229125,0.0003629984,0.001831942,0.000007708822,0.00216769,0.006390273,0.0001102872,0.01796581,0.09054013,0.6556771],"study_design_scores_gemma":[0.001786605,0.000596358,0.05432935,0.0001697008,0.0002439891,0.00009238541,0.0005129766,0.01806705,0.00001944645,0.0009576104,0.9227367,0.0004878468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1809365,0.02055717,0.2220454,0.2482546,0.04670943,0.02368117,0.007192418,0.006387241,0.2442361],"genre_scores_gemma":[0.9784989,0.0008004833,0.00007488391,0.01276528,0.001287,0.0002788698,0.002984802,0.00006400794,0.00324579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8321965,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070421566821389,"score_gpt":0.3579598738748309,"score_spread":0.150917717192692,"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."}}