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Effect of Wearing a Face Mask on Hand-to-Face Contact by Children in a Simulated School Environment

2022· article· en· W4307178537 on OpenAlexafffundabout
Michelle Science, Monica Caldeira‐Kulbakas, Rulan S. Parekh, Bryan Maguire, Stacie Carroll, Samantha J. Anthony, Ari Bitnun, Laura E Bourns, Douglas M. Campbell, Eyal Cohen, Alison Dodds, Vinita Dubey, Jeremy Friedman, Jodi L Greenwood, Jessica Hopkins, Ryan Imgrund, Daphne J. Korczak, Thomas Looi, Emily Louca, Dominik Mertz, John Nashid, Giovanna Panzera, Jane E. Schneiderman, Kevin L. Schwartz, Laurie Streitenberger, Sunayna Vuppal, Catharine M. Walsh, Peter Jüni, Clyde Matava, Upton Allen, Allison D. Alvares, Catherine S. Birken, Ahuva Brown, V. Carbone, Anne Christie, Maureen Cividino, Justine Cohen-Silver, Ronald D. Cohn, Jennifer Crosbie, Bruno R. da Costa, Blossom Dharmaraj, Sloane Freeman, Karolina Gaebe, Omar Hajjaj, Lennox Huang, Sarah Khan, Eon Lee, Charlotte Logeman, Sanaz Manteghi, Clara Moore, Shaun K. Morris, Julia Orkin, Sydney D. Pelger, Lauren Pickel, Soha Salman, Ainslie Claire Shouldice, Rachel Solomon, Nisha Thampi, Kevin E. Thorpe, A Wasiak, Jiayin Xie

Bibliographic record

VenueJAMA Pediatrics · 2022
Typearticle
Languageen
FieldMedicine
TopicInfection Control and Ventilation
Canadian institutionsSouthlake Regional Health CenterMcMaster UniversityToronto Public HealthSt. Michael's HospitalImpactInstitute for Clinical Evaluative SciencesHamilton Health SciencesUniversity of TorontoSickKids FoundationHospital for Sick ChildrenPublic Health Ontario
FundersDepartment of Medicine, University of TorontoMinistère de l’Éducation, Gouvernement de l’OntarioHamilton Health SciencesUniversity of TorontoMcMaster UniversityDepartment of Psychiatry, University of TorontoHospital for Sick Children
KeywordsMedicineFace masksRandomized controlled trialPoisson regressionRandomizationFace-to-facePsychological interventionPhysical therapyCoronavirus disease 2019 (COVID-19)NursingSurgeryPopulation

Abstract

fetched live from OpenAlex

Importance: Wearing a face mask in school can reduce SARS-CoV-2 transmission but it may also lead to increased hand-to-face contact, which in turn could increase infection risk through self-inoculation. Objective: To evaluate the effect of wearing a face mask on hand-to-face contact by children while at school. Design, Setting, and Participants: This prospective randomized clinical trial randomized students from junior kindergarten to grade 12 at 2 schools in Toronto, Ontario, Canada, during August 2020 in a 1:1 ratio to either a mask or control class during a 2-day school simulation. Classes were video recorded from 4 angles to accurately capture outcomes. Interventions: Participants in the mask arm were instructed to bring their own mask and wear it at all times. Students assigned to control classes were not required to mask at any time (grade 4 and lower) or in the classroom where physical distancing could be maintained (grade 5 and up). Main Outcomes and Measures: The primary outcome was the number of hand-to-face contacts per student per hour on day 2 of the simulation. Secondary outcomes included hand-to-mucosa contacts and hand-to-nonmucosa contacts. A mixed Poisson regression model was used to derive rate ratios (RRs), adjusted for age and sex with a random intercept for class with bootstrapped 95% CIs. Results: A total of 174 students underwent randomization and 171 students (mask group, 50.6% male; control group, 52.4% male) attended school on day 2. The rate of hand-to-face contacts did not differ significantly between the mask and the control groups (88.2 vs 88.7 events per student per hour; RR, 1.00; 95% CI, 0.78-1.28; P = >.99). When compared with the control group, the rate of hand-to-mucosa contacts was significantly lower in the mask group (RR, 0.12; 95% CI, 0.07-0.21), while the rate of hand-to-nonmucosa contacts was higher (RR, 1.40; 95% CI, 1.08-1.82). Conclusions and Relevance: In this clinical trial of simulated school attendance, hand-to-face contacts did not differ among students required to wear face masks vs students not required to wear face masks; however, hand-to-mucosa contracts were lower in the face mask group. This suggests that mask wearing is unlikely to increase infection risk through self-inoculation. Trial Registration: ClinicalTrials.gov Identifier: NCT04531254.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.062
Threshold uncertainty score0.478

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.004
GPT teacher head0.233
Teacher spread0.229 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations9
Published2022
Admission routes3
Has abstractyes

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