Evidence map›Paper›PMID 35648741›Full record

ArticlePloS one2022

The relationship between voting restrictions and COVID-19 case and mortality rates between US counties.

Roman Pabayo, Erin Grinshteyn, Brian Steele, Daniel M Cook, Peter Muennig, Sze Yan Liu

Abstract read
In one paragraph

Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Voting Restrictions and Increased Odds of Adverse Birth Outcomes in the US.Journal of racial and ethnic health disparities · 2026
    Article
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  4. Review
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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

6 authors.

Roman PabayoUniversity of Alberta School of Public Health, Edmonton, Alberta, Canada.ORCID 0000-0003-4018-4898
Erin GrinshteynHealth Professions Department, University of San Francisco, San Francisco, California, United States of America.
Brian SteeleUniversity of Alberta School of Public Health, Edmonton, Alberta, Canada.
Daniel M CookSchool of Public Health, University of Nevada, Reno, Reno, Nevada, United States of America.
Peter MuennigColumbia Mailman School of Public Health, New York City, New York, United States of America.
Sze Yan LiuPublic Health Department, Montclair State University, Montclair, New Jersey, United States of America.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSince the 2010 election, the number of laws in the U.S. that create barriers to voting has increased dramatically. These laws may have spillover effects on population health by creating a disconnect between voter preferences and political representation, thereby limiting protective public health policies and funding. We examine whether voting restrictions are associated with county-level COVID-19 case and mortality rates.

methodsTo obtain information on restricted access to voting, we used the Cost of Voting Index (COVI), a state-level measure of barriers to voting during a U.S. election from 1996 to 2016. COVID-19 case and mortality rates were obtained from the New York Times' GitHub database (a compilation from multiple academic sources). Multilevel modeling was used to determine whether restrictive voting laws were associated with county-level COVID-19 case and mortality rates after controlling for county-level characteristics from the County Health Rankings. We tested whether associations were heterogeneous across racial and socioeconomic groups.

resultsA significant association was observed between increasing voting restrictions and COVID-19 case (ß = 580.5, 95% CI = 3.9, 1157.2) and mortality rates (ß = 16.5, 95% CI = 0.33,32.6) when confounders were included.

conclusionsRestrictive voting laws were associated with higher COVID-19 case and mortality rates.

Indexed as

COVID-19HumansNew YorkPolitics

Identifiers

PMID35648741
PMCPMC9159582

What OpenQuestion holds

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Registered trials

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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.