Evidence map›Paper›PMID 38730039›Full record

ArticleJournal of exposure science & environmental epidemiology2025

Practical considerations for using low-cost sensors to assess wildfire smoke exposure in school and childcare settings.

Orly Stampfer, Christopher Zuidema, Ryan W Allen, Julie Fox, Paul Sampson, Edmund Seto, Catherine J Karr

Abstract read
In one paragraph

Article in Journal of exposure science & environmental epidemiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Article
  2. Article
  3. Six principles of exposure science: inspiring solutions that foster healthy environments.Journal of exposure science & environmental epidemiology · 2025
    Article
  4. Article
  5. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Orly StampferUniversity of Washington Department of Environmental and Occupational Health Sciences, 4225 Roosevelt Way NE, Seattle, WA, 98105, USA. ostamp@uw.edu.ORCID http://orcid.org/0000-0003-2309-1235
Christopher ZuidemaUniversity of Washington Department of Environmental and Occupational Health Sciences, 4225 Roosevelt Way NE, Seattle, WA, 98105, USA.
Ryan W AllenSimon Fraser University Faculty of Health Sciences, 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
Julie FoxWashington State Department of Health, 101 Israel Rd. S.E., Tumwater, WA, 98501, USA.
Paul SampsonUniversity of Washington Department of Statistics; B-313 Padelford Hall, Seattle, WA, 98195, USA.
Edmund SetoUniversity of Washington Department of Environmental and Occupational Health Sciences, 4225 Roosevelt Way NE, Seattle, WA, 98105, USA.
Catherine J KarrUniversity of Washington Department of Environmental and Occupational Health Sciences, 4225 Roosevelt Way NE, Seattle, WA, 98105, USA.

Funding

XENOBIOTIC BIOTRANSFORMATION AND DISPOSITIONP30ES007033 · NIEHS · UNIVERSITY OF WASHINGTON · PI Nicole Ann Errett · 1995 to 2026
$42.5M
School Wildfire Smoke PreparednessF31ES032634 · NIEHS · UNIVERSITY OF WASHINGTON · PI STAMPFER, ORLY · 2021 to 2022
$87k
ANALYZE AND EVALUATE POTENTIAL RISK FACTORS FOR AMYOTROPHIC LATERAL SCLEROSIS (ALS)R01TS000296 · TS · DARTMOUTH-HITCHCOCK CLINIC · PI STOMMEL, ELIJAH W · 2019 to 2019
$56k
ATSDR CDC HHS R01 TS000296NIEHS NIH HHS F31 ES032634NIEHS NIH HHS P30 ES007033
6 · The paper itself

Abstract

backgroundMore frequent and intense wildfires will increase concentrations of smoke in schools and childcare settings. Low-cost sensors can assess fine particulate matter (PM

objectiveWe sought to optimize the use of sensors for decision-making in schools and childcare settings during wildfire smoke to reduce children's exposure to PM

methodsWe measured PM

resultsDuring wildfire smoke episodes (lasting 4-19 days), median hourly PM IMPACT STATEMENT: As wildfires continue to increase in frequency and severity, staff at schools and childcare facilities are increasingly faced with decisions around youth activities, building use, and air filtration needs during wildfire smoke episodes. Staff are increasingly using low-cost sensors for localized outdoor and indoor PM

Indexed as

Air PollutantsAir Pollution, IndoorEnvironmental ExposureEnvironmental MonitoringParticulate MatterSchoolsSmokeWildfiresChildChild Day Care CentersHumansWashingtonAir PollutantsParticulate MatterSmokeIndoor air qualityLow-cost sensorsParticulate matterSchoolsWildfire smoke

Identifiers

PMID38730039
PMCPMC11550266

What OpenQuestion holds

Textmetadata
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Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.