{"id":"W7083595702","doi":"10.1017/ash.2025.401","title":"The Effectiveness of In-Hospital Continuous Masking Policies In Reducing Respiratory Viral Infection Risk: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Economic Growth and Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; Alberta Health Services; University of Calgary","funders":"","keywords":"Masking (illustration); Transmission (telecommunications); Health care; Data extraction; Incidence (geometry); Coronavirus disease 2019 (COVID-19); Infection control; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":[],"consensus_categories":[],"category_scores_codex":[0.01833832,0.0002352391,0.001515001,0.0003295738,0.000195113,0.0000216968,0.0006214557,0.0001975099,3.678672e-7],"category_scores_gemma":[0.007169833,0.0001873882,0.0001626648,0.000676031,0.0001411436,0.0001719498,0.0003073546,0.0004944535,0.000005910795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004714923,"about_ca_system_score_gemma":0.0005139858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029732,"about_ca_topic_score_gemma":0.001587656,"domain_scores_codex":[0.9884923,0.008219803,0.001981671,0.0005575415,0.00007127981,0.0006773774],"domain_scores_gemma":[0.9922833,0.006074798,0.0008143905,0.0006337455,0.0001266567,0.00006710822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007570858,0.0001180677,0.8090842,0.1295801,0.00006597859,0.0000105433,0.0006152889,0.0002199563,0.00009145111,0.05800679,0.0004536381,0.001678272],"study_design_scores_gemma":[0.0009102998,0.0004332495,0.8617963,0.1260646,0.00003630126,0.00001750699,0.00005407405,0.0004225991,0.000813081,0.00889226,0.0001613407,0.0003984404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557627,0.02590348,0.006861242,0.006347734,0.001855362,0.002941402,0.00000509149,0.00007548895,0.000247437],"genre_scores_gemma":[0.9925496,0.00419136,0.0004527101,0.002594213,0.00002596493,0.0001662955,0.000002320555,0.000008934867,0.00000858796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05271209,"threshold_uncertainty_score":0.9962932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709355001362622,"score_gpt":0.3082817429612433,"score_spread":0.2911881929476171,"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."}}