Evidence map›Paper›PMID 41000315›Full record

ArticleFrontiers in public health2025

Health inequalities and the influence of economic development, renewable energy, financial growth, and resource use in emerging economies.

Xin Jin, Farzana Akram

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

2 authors.

Xin JinTeaching and Research Department of Social and Ecological Civilization, Party School Gansu Committee of C.P.C, Lanzhou, China.
Farzana AkramDepartment of Chemistry, University of Lahore, Lahore, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the heterogeneous effects of economic level, renewable energy consumption, financial development, natural resource rents, adult literacy, and access to improved water sources on life expectancy at birth in Emerging Seven (E7) economies. Employing the Method of Moments Quantile Regression (MMQR), the analysis examines these relationships across the 25th, 50th, 75th, and 90th percentiles to capture distributional variations in health outcomes. The findings indicate that economic level and renewable energy consumption have positive but diminishing effects on life expectancy at higher percentiles, while financial development exerts a consistently strong and increasing influence across all levels. Natural resource rents demonstrate a persistent negative association, underscoring the risks of resource dependence. In contrast, adult literacy and access to improved water sources emerge as robust determinants of health, with their positive effects strengthening at higher percentiles. These results suggest that economic and environmental progress alone are insufficient without parallel investments in human capital and basic infrastructure. The study recommends an integrated policy framework that strengthens financial systems, promotes sustainable energy use, enhances education and water access, and ensures responsible resource governance to advance long-term health outcomes and inclusive development across E7 countries.

Indexed as

Developing CountriesEconomic DevelopmentHealth Status DisparitiesRenewable EnergyAdultHumansLife ExpectancySocioeconomic Factorsaccess to improved water sourcesadult literacy ratehealth disparitiesnatural resource rentspublic healthrenewable energy consumption

Identifiers

PMID41000315
PMCPMC12457414

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.