Evidence map›Paper›PMID 33907202›Full record

ArticleScientific reports2021

Climate and the spread of COVID-19.

Simiao Chen, Klaus Prettner, Michael Kuhn, Pascal Geldsetzer, Chen Wang, Till Bärnighausen, David E Bloom

Abstract read
In one paragraph

Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
59citing papers in PubMed, 3 pooled it
–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

59 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Article
  5. Article
  6. The next viral pandemic-where do we stand?Folia microbiologica · 2025
    Review
  7. Article
  8. Article
  9. Article
  10. Ecosystem degradation and the spread of Covid-19.Environmental monitoring and assessment · 2023
    Review
  11. Article
  12. Article
  13. Article
  14. Infectious disease ecology and evolution in a changing world.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2023
    Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Simiao Chen *Heidelberg Institute of Global Health, Heidelberg University Medical School, Heidelberg University, Heidelberg, Germany.
Klaus Prettner *Department of Economics, Vienna University of Economics and Business, Vienna, Austria.
Michael KuhnWittgenstein Centre (IIASA, VID/ÖAW, WU), Vienna Institute of Demography, Vienna, Austria.
Pascal GeldsetzerHeidelberg Institute of Global Health, Heidelberg University Medical School, Heidelberg University, Heidelberg, Germany.
Chen WangChinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China. wangchen@pumc.edu.cn.
Till BärnighausenHeidelberg Institute of Global Health, Heidelberg University Medical School, Heidelberg University, Heidelberg, Germany.
David E BloomDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, USA. dbloom@hsph.harvard.edu.

Funding

Institutional Career Development Core (KL2)KL2TR003143 · NCATS · STANFORD UNIVERSITY · PI ASCH, STEVEN M. · 2019 to 2023
$8.7M
The Center for the Global Demography of AgingP30AG024409 · NIA · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI BLOOM, DAVID E · 2004 to 2019
$7.9M
NCATS NIH HHS KL2 TR003143NIA NIH HHS P30 AG024409NIH HHS KL2TR003143NIH HHS P30AG024409
6 · The paper itself

Abstract

Visual inspection of world maps shows that coronavirus disease 2019 (COVID-19) is less prevalent in countries closer to the equator, where heat and humidity tend to be higher. Scientists disagree how to interpret this observation because the relationship between COVID-19 and climatic conditions may be confounded by many factors. We regress the logarithm of confirmed COVID-19 cases per million inhabitants in a country against the country's distance from the equator, controlling for key confounding factors: air travel, vehicle concentration, urbanization, COVID-19 testing intensity, cell phone usage, income, old-age dependency ratio, and health expenditure. A one-degree increase in absolute latitude is associated with a 4.3% increase in cases per million inhabitants as of January 9, 2021 (p value < 0.001). Our results imply that a country, which is located 1000 km closer to the equator, could expect 33% fewer cases per million inhabitants. Since the change in Earth's angle towards the sun between equinox and solstice is about 23.5°, one could expect a difference in cases per million inhabitants of 64% between two hypothetical countries whose climates differ to a similar extent as two adjacent seasons. According to our results, countries are expected to see a decline in new COVID-19 cases during summer and a resurgence during winter. However, our results do not imply that the disease will vanish during summer or will not affect countries close to the equator. Rather, the higher temperatures and more intense UV radiation in summer are likely to support public health measures to contain SARS-CoV-2.

Indexed as

Age FactorsCOVID-19Health ExpendituresHumansLeast-Squares AnalysisSARS-CoV-2SeasonsTemperatureTravelUrbanization

Identifiers

PMID33907202
PMCPMC8079387

What OpenQuestion holds

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LicenceCC BY
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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.