Evidence map›Paper›PMID 41012885›Full record

ArticleSensors (Basel, Switzerland)2025

Menaka Kumar, Samuel G Frederick, Karoline K Barkjohn, Andrea L Clements

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

4 authors.

Menaka KumarFormer Oak Ridge Associated Universities (ORAU), Contractor to the U.S. Environmental Protection Agency Through the National Student Services Contract, 100 ORAU Way, Oak Ridge, TN 37830, USA.
Samuel G FrederickFormer Oak Ridge Associated Universities (ORAU), Contractor to the U.S. Environmental Protection Agency Through the National Student Services Contract, 100 ORAU Way, Oak Ridge, TN 37830, USA.ORCID 0000-0002-3552-1063
Karoline K BarkjohnOffice of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Way, Research Triangle Park, Durham, NC 27711, USA.ORCID 0000-0001-6197-4499
Andrea L ClementsOffice of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Way, Research Triangle Park, Durham, NC 27711, USA.ORCID 0000-0003-0764-5584

Funding

EPA EP-C-15-008
6 · The paper itself

Abstract

Open-source software tools designed specifically for evaluating and reporting air sensor performance are limited. The available tools do not provide a means for summarizing the sensor performance using common statistical metrics and figures, nor are they suited for handling the wide variety of data formats currently used by air sensors. We developed

Indexed as

accuracyair sensorcollocationdata analysisdata visualizationevaluationopen-source softwareperformancePython

Identifiers

PMID41012885
PMCPMC12473223

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.