Evidence map›Paper›PMID 35798884›Full record

ArticleNature human behaviour2022

Exposures and behavioural responses to wildfire smoke.

Marshall Burke, Sam Heft-Neal, Jessica Li, Anne Driscoll, Patrick Baylis, Matthieu Stigler, Joakim A Weill, Jennifer A Burney, Jeff Wen, Marissa L Childs and 1 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature human behaviour, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 75 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
75citing papers in PubMed, 1 pooled it
–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

75 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Health Effects of Wildfire Smoke Exposure.Annual review of medicine · 2024
    Pooled it
  2. Article
  3. Wildfire smoke PMCancer epidemiology · 2026
    Article
  4. Article
  5. Wildland fire smoke and birth defects in California.Journal of exposure science & environmental epidemiology · 2026
    Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Article
  11. Article
  12. Behavioral responses to wildfire smoke: Insights from smartphone location data.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  13. Article
  14. Valuing wildfire smoke-related mortality benefits from climate mitigation.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  15. Article
  16. Prenatal Exposure to Wildfire and Autism in Children.Environmental science & technology · 2026
    Article
  17. Article
  18. Wildfire-Specific PMGeoHealth · 2026
    Article
  19. Prenatal exposure to wildfire-related PMEnvironment international · 2026
    Article
  20. Article

15 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors.

Marshall BurkeDepartment of Earth System Science, Stanford University, Stanford, CA, USA. mburke@stanford.edu.ORCID http://orcid.org/0000-0003-4288-5858
Sam Heft-NealCenter on Food Security and the Environment, Stanford University, Stanford, CA, USA.
Jessica LiCenter on Food Security and the Environment, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0003-4542-853X
Anne DriscollCenter on Food Security and the Environment, Stanford University, Stanford, CA, USA.
Patrick BaylisDepartment of Economics, University of British Columbia, Vancouver, British Columbia, Canada.
Matthieu StiglerCenter on Food Security and the Environment, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-6802-4290
Joakim A WeillDepartment of Agricultural and Resource Economics, University of California, Davis, Davis, CA, USA.ORCID http://orcid.org/0000-0002-3796-858X
Jennifer A BurneyGlobal Policy School, University of California, San Diego, San Diego, CA, USA.ORCID http://orcid.org/0000-0003-3532-2934
Jeff WenDepartment of Earth System Science, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0001-9391-6939
Marissa L ChildsEmmett Interdisciplinary Program in Environment and Resources, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-8597-2161
Carlos F GouldDepartment of Earth System Science, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-7736-3905

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Pollution from wildfires constitutes a growing source of poor air quality globally. To protect health, governments largely rely on citizens to limit their own wildfire smoke exposures, but the effectiveness of this strategy is hard to observe. Using data from private pollution sensors, cell phones, social media posts and internet search activity, we find that during large wildfire smoke events, individuals in wealthy locations increasingly search for information about air quality and health protection, stay at home more and are unhappier. Residents of lower-income neighbourhoods exhibit similar patterns in searches for air quality information but not for health protection, spend less time at home and have more muted sentiment responses. During smoke events, indoor particulate matter (PM

Indexed as

Air PollutionWildfiresHumansParticulate MatterSmokeParticulate MatterSmoke

Identifiers

PMID35798884

What OpenQuestion holds

Textmetadata
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.