Experts and end users discuss best practices and obstacles for deploying PM

Kristen Okorn, Juthi Rani Mitra, Margaret Pippin, Kevin Czajkowski, Frank Marsik, Sara Mierzwiak

Abstract readReview

In one paragraph

Review in iScience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Kristen OkornAtmospheric Science Branch, NASA Ames Research Center, Moffett Field, CA 94035, USA.

Juthi Rani MitraDepartment of Geography and Planning, University of Toledo, Toledo, OH 43606, USA.

Margaret PippinChemistry and Dynamics Branch, NASA Langley Research Center, Hampton, VA 23681, USA.

Kevin CzajkowskiDepartment of Geography and Planning, University of Toledo, Toledo, OH 43606, USA.

Frank MarsikDepartment of Climate and Space Sciences and Engineering, University of Michigan, Ann Arbor, MI 48109, USA.

Sara MierzwiakDepartment of Geography and Planning, University of Toledo, Toledo, OH 43606, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This document reflects the combined perspectives of scientists in the low-cost sensor (LCS) field and Global Learning and Observations to Benefit the Environment (GLOBE) community organizers and educators for a holistic approach to measuring PM

Indexed as

Analytical chemistryAtmospheric observationAtmospheric scienceEducationSensor

Identifiers

PMID41940339

DOI10.1016/j.isci.2026.115333

PMCPMC13049422

What OpenQuestion holds

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LicenceCC BY

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Registered trials

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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.