Evidence map›Paper›PMID 40137544›Full record

ArticleToxics2025

Assessing the Impact of Aviation Emissions on Air Quality at a Regional Greek Airport Using Machine Learning.

Christos Stefanis, Ioannis Manisalidis, Elisavet Stavropoulou, Agathangelos Stavropoulos, Christina Tsigalou, Chrysoula Chrysa Voidarou, Theodoros C Constantinidis, Eugenia Bezirtzoglou

Abstract read
In one paragraph

Article in Toxics, 2025. 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

8 authors.

Christos StefanisLaboratory of Hygiene and Environmental Protection, Faculty of Medicine, Democritus University of Thrace, 68100 Alexandroupolis, Greece.ORCID 0000-0003-2459-2963
Ioannis ManisalidisLaboratory of Hygiene and Environmental Protection, Faculty of Medicine, Democritus University of Thrace, 68100 Alexandroupolis, Greece.
Elisavet StavropoulouLaboratory of Hygiene and Environmental Protection, Faculty of Medicine, Democritus University of Thrace, 68100 Alexandroupolis, Greece.
Agathangelos StavropoulosSchool of Social and Political Sciences, University of Glasgow, Glasgow G12 8QQ, UK.
Christina TsigalouLaboratory of Hygiene and Environmental Protection, Faculty of Medicine, Democritus University of Thrace, 68100 Alexandroupolis, Greece.ORCID 0000-0002-7869-6824
Chrysoula Chrysa VoidarouDepartment of Agriculture, School of Agriculture, University of Ioannina, 47100 Arta, Greece.ORCID 0000-0002-8035-1710
Theodoros C ConstantinidisLaboratory of Hygiene and Environmental Protection, Faculty of Medicine, Democritus University of Thrace, 68100 Alexandroupolis, Greece.ORCID 0000-0003-3100-0823
Eugenia BezirtzoglouLaboratory of Hygiene and Environmental Protection, Faculty of Medicine, Democritus University of Thrace, 68100 Alexandroupolis, Greece.ORCID 0000-0002-2010-2544

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aviation emissions significantly impact air quality, contributing to environmental degradation and public health risks. This study aims to assess the impact of aviation-related emissions on air quality at Alexandroupolis Regional Airport, Greece, and evaluate the role of meteorological factors in pollution dispersion. Using machine learning models, we analyzed emissions data, including CO

Indexed as

air pollutionairportenvironmentgas emissionhealthmachine learning modelspublic healthtransport

Identifiers

PMID40137544
PMCPMC11945904

What OpenQuestion holds

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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.