Evidence map›Paper›PMID 41815958›Full record

ArticleFrontiers in public health2026

Heterogeneous associations of health expenditure, environmental pollution, and economic growth on life expectancy in BRICS economies.

Mohammad Ridwan, Zulfiquar Ali Antor, Afsana Akther, Jeremy Ko, Hossein Ali Fakher, Chun Kai Leung, Wai-Kit Ming

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

7 authors.

Mohammad RidwanDepartment of Economics, Noakhali Science and Technology University, Noakhali, Bangladesh.
Zulfiquar Ali AntorDepartment of Economics, Noakhali Science and Technology University, Noakhali, Bangladesh.
Afsana AktherDepartment of Economics, Noakhali Science and Technology University, Noakhali, Bangladesh.
Jeremy KoCenter for Comparative and International Studies, ETH Zurich, Zurich, Switzerland.
Hossein Ali FakherDepartment of Accounting, Ayandegan University, Tonekabon, Iran.
Chun Kai LeungGlobal Society and Sustainability Lab, The University of Hong Kong, Hong Kong, Hong Kong SAR, China.
Wai-Kit MingDepartment of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong, Hong Kong SAR, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the associations between economic growth, healthcare expenditure, environmental pollution, urbanization, trade openness, and life expectancy in BRICS economies from 2000 to 2024 using a distribution-sensitive panel framework. Quantile regression is applied to capture heterogeneity across different levels of life expectancy, supported by robustness checks using PCSE, DKSE, and F-GLS estimators, and validated through panel cointegration and dependence tests. The results show that healthcare expenditure is positively associated with life expectancy, while the relationships for economic growth and pollution are mixed and vary with development stage. Urbanization exhibits both supportive and adverse associations depending on infrastructure capacity and environmental pressure, and trade openness generally relates to lower life expectancy. These findings suggest that policy responses should be tailored rather than uniform across countries. Strengthening the efficiency of healthcare systems, coordinating industrial growth with pollution management, and adopting environmental and health safeguards in trade and urban policy can help BRICS governments align economic expansion with sustainable improvements in population well-being.

Indexed as

Economic DevelopmentEnvironmental PollutionHealth ExpendituresLife ExpectancyDeveloping CountriesHumansUrbanizationBRICS economieseconomic growthhealthcare expenditurelife expectancysustainability

Identifiers

PMID41815958
PMCPMC12971982

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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.