Evidence map›Paper›PMID 42908830›Full record

ArticleFrontiers in public health2026

Low-carbon economy transition, environmental policy stringency, and public health: the roles of technological development and air quality.

Wenjuan Bao, Bo Pang

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

2 authors.

Wenjuan BaoSchool of Economics and Management, Yantai Institute of Technology, YanTai, China.
Bo PangSchool of Economics and Management, College of Science and Technology Changchun, Changchun, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The transition to a low-carbon economy is increasingly important for climate mitigation, environmental sustainability, and population health. This work examines the long-run relationships between the low-carbon economy transition, represented through its policy dimension by environmental policy stringency (EPSI) and its energy-transition dimension by renewable energy consumption (REC), industrial-process carbon emissions (CO2IP), research and development expenditure (RDE), air quality, healthcare expenditure (CHE), and life expectancy in 16 developed economies over the period 2000-2020. The long-run relationships are estimated using a fixed effects model with DKSEs. We use a Prais-Winsten regression with PCSEs as a robustness check. The outcomes propose that EPSI and REC are positively and statistically significantly associated with life expectancy in the baseline model. CHE is positively correlated, but the correlation is relatively weak. CO2IP is positive and statistically significant in the baseline model, whereas RDE and PM2.5 are statistically insignificant. The robustness analysis further reinforces the positive associations of EPSI and REC with life expectancy, while CHE remains positively significant and PM₂.₅ becomes negative and statistically significant. In contrast, CO2IP and RDE are statistically insignificant in the PCSE specification. To summarize, EPSI and REC emerge as the most consistently supported dimensions of the low-carbon economy transition associated with higher life expectancy. Evidence for industrial-process carbon emissions and RDE is less robust, while the negative association of PM₂.₅ receives stronger support in the robustness analysis. These findings inform environmental, energy, and public-health policy; however, rather than being causal consequences, they should be understood as connections.

Indexed as

Air PollutionCarbonEnvironmental PolicyPublic HealthHealth ExpendituresHumansLife ExpectancyRenewable EnergyCarbonair qualityEPSIgreen innovationlife expectancylow-carbon transitionpublic healthsustainable development

Identifiers

PMID42908830
PMCPMC13683622

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.