Yukitaka Ohashi: Role: ConceptualizationRole: Data curationRole: Formal analysisRole: Funding acquisitionRole:
InvestigationRole: MethodologyRole: Project administrationRole: ResourcesRole: SoftwareRole:
SupervisionRole: ValidationRole: VisualizationRole: Writing – original draftRole:
Writing – review & editing
Yuya Takane:
ORCID: https://orcid.org/0000-0002-6259-2748
Role: Data curationRole: Formal analysisRole: Funding acquisitionRole: ResourcesRole:
Writing – original draftRole: Writing – review & editing
Ko Nakajima: Role: Data curationRole: Formal analysisRole: SoftwareRole: VisualizationRole: Writing
– original draft
Ka Chun Chong: Role: Editor
Journal ID (nlm-ta): PLoS One
Journal ID (iso-abbrev): PLoS One
Journal ID (publisher-id): plos
Title:
PLoS ONE
Publisher:
Public Library of Science
(San Francisco, CA USA
)
ISSN
(Electronic):
1932-6203
Publication date
(Electronic):
10
October
2022
Publication date Collection: 2022
Publication date PMC-release: 10
October
2022
Volume: 17
Issue: 10
Electronic Location Identifier: e0275935
Affiliations
[1
]
Faculty of Biosphere-Geosphere Science, Okayama University of Science, Okayama City,
Japan
[2
]
Environmental Management Research Institute, National Institute of Advanced Industrial
Science and Technology (AIST), Tsukuba City, Ibaraki, Japan
The Chinese University of Hong Kong, HONG KONG
Author notes
Competing Interests: The authors have declared that no competing interests exist.
Author information
Article
Publisher ID:
PONE-D-22-11527
DOI: 10.1371/journal.pone.0275935
PMC ID: 9550070
PubMed ID: 36215297
SO-VID: 1c57b49f-374d-434d-bbc4-2abddd42330a
Copyright © © 2022 Ohashi et al
License:
This is an open access article distributed under the terms of the
Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided
the original author and source are credited.
Funded by:
funder-id http://dx.doi.org/10.13039/501100001691, Japan Society for the Promotion of Science;
Award ID: 20H03949
Award Recipient
:
Yukitaka Ohashi
Y.O and Y.T were funded by the Japan Society for the Promotion of Science, KAKENHI
Grant-in-Aid for Scientific Research (B) (number 20H03949).
https://www.jsps.go.jp/english/index.html The funders had no role in study design, data collection and analysis, decision to
publish, or preparation of the manuscript.
Subject:
Research Article
Subject:
Medicine and Health Sciences
Subject:
Medical Conditions
Subject:
Infectious Diseases
Subject:
Viral Diseases
Subject:
Covid 19
Subject:
Medicine and Health Sciences
Subject:
Epidemiology
Subject:
Pandemics
Subject:
Earth Sciences
Subject:
Geography
Subject:
Human Geography
Subject:
Urban Geography
Subject:
Cities
Subject:
Social Sciences
Subject:
Human Geography
Subject:
Urban Geography
Subject:
Cities
Subject:
Biology and Life Sciences
Subject:
Population Biology
Subject:
Population Metrics
Subject:
Death Rates
Subject:
Medicine and Health Sciences
Subject:
Medical Conditions
Subject:
Cardiovascular Diseases
Subject:
Coronary Heart Disease
Subject:
Medicine and Health Sciences
Subject:
Cardiology
Subject:
Cardiovascular Medicine
Subject:
Cardiovascular Diseases
Subject:
Coronary Heart Disease
Subject:
Medicine and Health Sciences
Subject:
Vascular Medicine
Subject:
Coronary Heart Disease
Subject:
Research and Analysis Methods
Subject:
Mathematical and Statistical Techniques
Subject:
Statistical Methods
Subject:
Forecasting
Subject:
Physical Sciences
Subject:
Mathematics
Subject:
Statistics
Subject:
Statistical Methods
Subject:
Forecasting
Subject:
People and Places
Subject:
Population Groupings
Subject:
Age Groups
Subject:
Medicine and Health Sciences
Subject:
Cardiology
Subject:
Heart Failure