K-means cluster analysis of cooperative effects of CO, NO
Air pollution
K-means clustering
Machine learning
Type 2 diabetes mellitus
Journal
Environmental research
ISSN: 1096-0953
Titre abrégé: Environ Res
Pays: Netherlands
ID NLM: 0147621
Informations de publication
Date de publication:
09 2022
09 2022
Historique:
received:
03
11
2021
revised:
08
03
2022
accepted:
03
04
2022
pubmed:
24
4
2022
medline:
22
6
2022
entrez:
23
4
2022
Statut:
ppublish
Résumé
Air pollution (AP) has been shown to increase the risk of type 2 diabetes mellitus, as well as other cardiometabolic diseases. AP is characterized by a complex mixture of components for which the composition depends on sources and metrological factors. The US Environmental Protection Agency (EPA) monitors and regulates certain components of air pollution known to have negative consequences for human health. Research assessing the health effects of these components of AP often uses traditional regression models, which might not capture more complex and interdependent relationships. Machine learning has the capability to simultaneously assess multiple components and find complex, non-linear patterns that may not be apparent and could not be modeled by other techniques. Here we use k-means clustering to assess the patterns associating PM
Identifiants
pubmed: 35460634
pii: S0013-9351(22)00586-2
doi: 10.1016/j.envres.2022.113259
pmc: PMC9413686
mid: NIHMS1829842
pii:
doi:
Substances chimiques
Air Pollutants
0
Particulate Matter
0
Nitrogen Dioxide
S7G510RUBH
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
113259Subventions
Organisme : NIDDK NIH HHS
ID : T32 DK110966
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR002538
Pays : United States
Organisme : NIH HHS
ID : S10 OD021644
Pays : United States
Informations de copyright
Copyright © 2022 Elsevier Inc. All rights reserved.
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