Evidence map›Paper›PMID 34187879›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2021

Pan-African evolution of within- and between-country COVID-19 dynamics.

Paddy Ssentongo, Claudio Fronterre, Andrew Geronimo, Steven J Greybush, Pamela K Mbabazi, Joseph Muvawala, Sarah B Nahalamba, Philip O Omadi, Bernard T Opar, Shamim A Sinnar and 9 more

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 1 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

19 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Evolution of COVID-19 dynamics in Guangdong Province, China: an endemic-epidemic modeling study.Archives of public health = Archives belges de sante publique · 2024
    Article
  3. Article
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  7. Review
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  10. Assessing the effect of school closures on the spread of COVID-19 in Zurich.Journal of the Royal Statistical Society. Series A, (Statistics in Society) · 2022
    Article
  11. Estimating SARS-CoV-2 variant fitness and the impact of interventions in England using statistical and geo-spatial agent-based models.Philosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2022
    Article
  12. Article
  13. Article
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  16. Article
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  18. Building toward useful SARS-CoV-2 models in Africa.Proceedings of the National Academy of Sciences of the United States of America · 2021
    Article
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

19 authors.

Paddy SsentongoCenter for Neural Engineering, Department of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA 16802.ORCID http://orcid.org/0000-0003-1565-5731
Claudio FronterreCentre for Health Informatics, Computing and Statistics, Lancaster University, Lancaster LA1 4YW, United Kingdom.ORCID http://orcid.org/0000-0001-6723-9727
Andrew GeronimoDepartment of Neurosurgery, The Pennsylvania State University College of Medicine, Hershey, PA 17033.
Steven J GreybushDepartment of Meteorology and Atmospheric Science, The Pennsylvania State University, University Park, PA 16802.ORCID http://orcid.org/0000-0002-9136-5077
Pamela K MbabaziNational Planning Authority, Kampala, Uganda.
Joseph MuvawalaNational Planning Authority, Kampala, Uganda.
Sarah B NahalambaNational Planning Authority, Kampala, Uganda.
Philip O OmadiNational Planning Authority, Kampala, Uganda.ORCID http://orcid.org/0000-0003-3192-1016
Bernard T OparMinistry of Health, Kampala, Uganda.
Shamim A SinnarDepartment of Medicine, The Pennsylvania State University College of Medicine, Hershey, PA 17033.ORCID http://orcid.org/0000-0002-6625-181X
Yan WangDepartment of Meteorology and Atmospheric Science, The Pennsylvania State University, University Park, PA 16802.ORCID http://orcid.org/0000-0002-0663-1298
Andrew J WhalenCenter for Neural Engineering, Department of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA 16802.ORCID http://orcid.org/0000-0002-0782-9300
Leonhard HeldEpidemiology, Biostatistics and Prevention Institute, University of Zurich, 8001 Zurich, Switzerland.ORCID http://orcid.org/0000-0002-8686-5325
Christopher JewellCentre for Health Informatics, Computing and Statistics, Lancaster University, Lancaster LA1 4YW, United Kingdom.
Abraham J B MuwanguziNational Planning Authority, Kampala, Uganda.
Helen GreatrexDepartment of Meteorology and Atmospheric Science, The Pennsylvania State University, University Park, PA 16802.
Michael M NortonCenter for Neural Engineering, Department of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA 16802.
Peter J DiggleCentre for Health Informatics, Computing and Statistics, Lancaster University, Lancaster LA1 4YW, United Kingdom.
Steven J SchiffCenter for Neural Engineering, Department of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA 16802; steven.j.schiff@gmail.com.ORCID http://orcid.org/0000-0003-2623-3614

Funding

Predictive Personalized Public Health (P3H): A Novel Paradigm to Treat Infectious DiseaseR01AI145057 · NIAID · YALE UNIVERSITY · PI SCHIFF, STEVEN J · 2018 to 2022
$8.1M
NIAID NIH HHS R01 AI145057NIH HHS 1R01AI145057
6 · The paper itself

Abstract

The coronavirus disease 2019 (COVID-19) pandemic is heterogeneous throughout Africa and threatening millions of lives. Surveillance and short-term modeling forecasts are critical to provide timely information for decisions on control strategies. We created a strategy that helps predict the country-level case occurrences based on cases within or external to a country throughout the entire African continent, parameterized by socioeconomic and geoeconomic variations and the lagged effects of social policy and meteorological history. We observed the effect of the Human Development Index, containment policies, testing capacity, specific humidity, temperature, and landlocked status of countries on the local within-country and external between-country transmission. One-week forecasts of case numbers from the model were driven by the quality of the reported data. Seeking equitable behavioral and social interventions, balanced with coordinated country-specific strategies in infection suppression, should be a continental priority to control the COVID-19 pandemic in Africa.

Indexed as

AfricaCOVID-19ForecastingHumansModels, StatisticalPublic PolicySARS-CoV-2WeatherAfricaCOVID-19 modelingforecastHuman Development Indexmeteorology

Identifiers

PMID34187879
PMCPMC8285917

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.