Evidence map›Paper›PMID 34601393›Full record

ArticleEnvironment international2022

Publicly available low-cost sensor measurements for PM

Jianzhao Bi, Nancy Carmona, Magali N Blanco, Amanda J Gassett, Edmund Seto, Adam A Szpiro, Timothy V Larson, Paul D Sampson, Joel D Kaufman, Lianne Sheppard

Open access · goldAbstract read
In one paragraph

Article in Environment international, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed
4.0field-weighted citation impact, top 5% of its field
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

20 citing papers in PubMed, 57 citations in OpenAlex.

  1. Article
  2. PurpleAir Sensor Deployment Trends and Uncertainties.Sensors (Basel, Switzerland) · 2026
    Article
  3. Ambient PMCurrent environmental health reports · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Leveraging low-cost sensors to predict nitrogen dioxide for epidemiologic exposure assessment.Journal of exposure science & environmental epidemiology · 2025
    Article
  8. Article
  9. Article
  10. Performance Assessment of Two Low-Cost PMSensors (Basel, Switzerland) · 2024
    Article
  11. Review
  12. Evaluating low-cost monitoring designs for PMEnvironmental pollution (Barking, Essex : 1987) · 2024
    Article
  13. Wildland Fires Worsened Population Exposure to PMEnvironmental science & technology · 2023
    Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article
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

10 authors at 1 institution in 1 country.

Jianzhao BiDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA. Electronic address: jbi6@uw.edu.
Nancy CarmonaDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA.
Magali N BlancoDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA.
Amanda J GassettDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA.
Edmund SetoDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA.
Adam A SzpiroDepartment of Biostatistics, University of Washington, Seattle, WA, USA.
Timothy V LarsonDepartment of Civil & Environmental Engineering, University of Washington, Seattle, WA, USA.
Paul D SampsonDepartment of Statistics, University of Washington, Seattle, WA, USA.
Joel D KaufmanDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA; Department of Medicine, University of Washington, Seattle, WA, USA; Department of Epidemiology, University of Washington, Seattle, WA, USA.
Lianne SheppardDepartment of Environmental & Occupational Health Sciences, University of Washington, Seattle, WA, USA; Department of Biostatistics, University of Washington, Seattle, WA, USA.
University of Washington · US

Funding

XENOBIOTIC BIOTRANSFORMATION AND DISPOSITIONP30ES007033 · NIEHS · UNIVERSITY OF WASHINGTON · PI ALI SHOJAIE · 1995 to 2026
$42.5M
Biostatistics, Epidemiologic & Bioinformatic Training in Environmental HealthT32ES015459 · NIEHS · UNIVERSITY OF WASHINGTON · PI June T. Spector · 2009 to 2026
$10.6M
Air Pollution, the Aging Brain and Alzheimer's DiseaseR01ES026187 · NIEHS · UNIVERSITY OF WASHINGTON · PI LI, GAIL, SHEPPARD, ELIZABETH A LIANNE · 2016 to 2020
$3.8M
Air Pollution, Heart Failure and Atrial Fibrillation in MESAR56ES026528 · NIEHS · UNIVERSITY OF WASHINGTON · PI KAUFMAN, JOEL DANIEL · 2017 to 2017
$601k
NIEHS NIH HHS P30 ES007033NIEHS NIH HHS R01 ES026187NIEHS NIH HHS R56 ES026528NIEHS NIH HHS T32 ES015459
6 · The paper itself

Abstract

High-resolution, high-quality exposure modeling is critical for assessing the health effects of ambient PM

Indexed as

Air PollutantsAir PollutionEnvironmental MonitoringEpidemiologic StudiesHumansParticulate MatterAir PollutantsParticulate MatterExposure assessmentFine particulate matterHigh-resolutionModel validationPurpleAir

Identifiers

PMID34601393
PMCPMC8688284
OpenAlexW3202318132

What OpenQuestion holds

Textmetadata
LicenceTDM
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.