Evidence map›Paper›PMID 42723865›Full record

ArticleFrontiers in public health2026

Climate-related health risks and payer-specific health expenditure growth: empirical evidence from government, social, and out-of-pocket health expenditure in China.

Cunkun Zhang, Qunshan Tao

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
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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.

Cunkun ZhangSchool of Hospital Economics and Management, Anhui University of Chinese Medicine, Hefei, China.
Qunshan TaoSchool of Hospital Economics and Management, Anhui University of Chinese Medicine, Hefei, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Climate-related health risks may coincide with healthcare needs, service disruptions, and preparedness demands, yet the associated expenditure is distributed across public budgets, collective financing, and households. Evidence rarely shows whether multidimensional climate-risk profiles are associated with expenditure growth across these financing channels. We examined associations between four climate-risk dimensions and real growth in government, social, and out-of-pocket (OOP) health expenditure in China. Methods: Annual data for 31 provincial-level regions covered 2013-2023; growth models used a balanced panel of 310 province-year observations for 2014-2023. The IPCC framework was operationalized as climate hazard, urban exposure, social vulnerability, and adaptive-capacity deficits. Exploratory and confirmatory factor analyses evaluated the measurement structure. CFA factor scores were entered into two-way fixed-effects models with province and year effects; structural equation modeling (SEM) was supplementary and descriptive. Results: Measurement analyses were consistent with four related but internally distinguishable dimensions within the study sample. In the primary models, each dimension was positively associated with real growth in all three payer-specific expenditure categories. Positive directions generally persisted under annual Conclusion: The findings are consistent with climate-related health risk as a multidimensional financing context whose statistical footprint is visible across multiple payers, while the study does not establish statistically different effects between payers. They support risk-profile surveillance and targeted hypothesis generation for climate-health adaptation, not causal attribution, contribution rules, or province-specific allocation formulas without claims-based and quasi-experimental evidence.

Indexed as

Climate ChangeFinancing, PersonalHealth ExpendituresPublic ExpendituresChinaHumansclimate-related health riskhealth expenditure growthhealth financingIPCC risk frameworkstructural equation modelingtwo-way fixed-effects model

Identifiers

PMID42723865
PMCPMC13558029

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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.