Evidence mapPaperPMID 42459489Full record

ArticleFrontiers in public health2026

Environmental, financial, and macroeconomic determinants of life expectancy in E7 economies.

Jianhui Guo, Yingqi Su, Xiaofen Li, Peiyan Wu

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. 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
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

0 citing papers in PubMed.

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

4 authors.

Jianhui GuoSchool of Economics, Guangxi University, Guangxi, Nanning, China.
Yingqi SuSchool of Business, Guangxi University, Guangxi, Nanning, China.
Xiaofen LiCollege of Business, Nanning University, Guangxi, Nanning, China.
Peiyan WuCollege of Business, Nanning University, Guangxi, Nanning, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper analyzes the long-run associations between environmental, financial, macroeconomic, and healthcare factors on life expectancy in E7 countries over the period 1990-2023. Special emphasis is placed on PM2.5 air pollution exposure, which has become one of the key environmental factors influencing population health and longevity. The analysis examines the effects of domestic credit to the private sector (DCPS), foreign direct investment (FDI), inflation (INF), exposure to PM2.5 air pollution (PM2.5), immunization coverage (IMM), and hospital beds per 1,000 people (HBEDS) using life expectancy (LE) as the dependent variable. Second-generation panel unit root and cointegration tests are used in the empirical framework. FMOLS and DOLS estimators are then used. The CCEMG estimator and FE-DKSE are used to evaluate robustness. The findings show a stable long-run connection between the variables. Financial development and FDI are positively associated with LE, but inflation and PM2.5 exposure are negatively associated with LE. Immunization coverage is generally positively associated with life expectancy, while hospital beds are negatively associated with LE. The robustness estimations generally support the baseline findings. This study adds to existing research by examining how finances, economy, environment, and health care impact LE in the E7 countries. It takes into account the connections and differences between these nations. The findings highlight that financial growth, economic stability, clean environments, and preventive healthcare play crucial roles in long-term health outcomes for large emerging economies.

Indexed as

Environmental ExposureLife ExpectancyAir PollutionHumansParticulate MatterParticulate MatterE7 economiesfinancial developmenthealthcare infrastructuremacroeconomic stabilityPM2.5public health outcomes

Identifiers

PMID42459489
PMCPMC13369056

What Socratic holds

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LicenceCC BY
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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 Socratic graph.