Evidence map›Paper›PMID 36963020›Full record

ArticlePLOS global public health2023

The impact of access to financial services on mitigating COVID-19 mortality globally.

Todd A Watkins, Khue Nguyen, Hamza Ali, Rishikesh Gummakonda, Jacques Pelman, Brianna Taracena

Open access · goldFull text read
In one paragraph

Article in PLOS global public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
0.3field-weighted citation impact, top 45% of its field
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

0 citing papers in PubMed, 1 citations in OpenAlex.

No citing paper in PubMed yet.

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 at 1 institution in 1 country.

Todd A WatkinsDepartment of Economics, Martindale Center for the Study of Private Enterprise, Lehigh University, Bethlehem, PA, United States of America.ORCID https://orcid.org/0000-0001-8264-0420
Khue NguyenDepartment of Economics, Martindale Center for the Study of Private Enterprise, Lehigh University, Bethlehem, PA, United States of America.ORCID https://orcid.org/0000-0002-3816-732X
Hamza AliData for Impact Fellows, Lehigh University, Bethlehem, PA, United States of America.ORCID https://orcid.org/0000-0003-2274-8661
Rishikesh GummakondaData for Impact Fellows, Lehigh University, Bethlehem, PA, United States of America.
Jacques PelmanData for Impact Fellows, Lehigh University, Bethlehem, PA, United States of America.ORCID https://orcid.org/0000-0002-4078-639X
Brianna TaracenaData for Impact Fellows, Lehigh University, Bethlehem, PA, United States of America.ORCID https://orcid.org/0000-0002-8493-370X
Lehigh University · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The COVID-19 pandemic has disproportionately affected different social and demographic groups, deepening the negative health implications of social and economic inequalities and highlighting the importance of social determinants of health. Despite a deep literature on pandemic-related disparities, specifically regarding social determinants and health outcomes, the influence of the accessibility of financial services on health outcomes during COVID-19 remains largely unexplored. Modeling (pre-omicron) COVID-19 mortality across 142 nations, we assess the impact of national-level usage and access to formal financial services. Two financial access indexes constructed through principal component analysis capture (1) usage of and access to formal financial tools and (2) reliance on alternative and informal financial tools. On average, nations with higher pre-pandemic use of and access to formal financial services had substantially lower population mortality risk from COVID-19, controlling for key population health, demographic, and socioeconomic covariates. The scale of effect is similar in magnitude-but opposite in direction-to major risk factors identified in previous literature, such as lung cancer, hypertension, and income inequality. Findings suggest that financial services deserve greater attention both in the public health literature related to COVID-19 and more broadly in policy discussions about fostering better public health overall.

Identifiers

PMID36963020
PMCPMC10022804
OpenAlexW4327698168

What OpenQuestion holds

Textfull text, public
LicenceCC BY
measurements read34
table measurements read10
identifiers read10
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.