Evidence map›Paper›PMID 42192520›Full record

ArticleBMC health services research2026

Gender inequality in the impact of climate shock on physical health and its spillover effect.

Hongkun Zhao, Zhuo Chen

Abstract read
In one paragraph

Article in BMC health services research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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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

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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.

Hongkun ZhaoSchool of Economics, Liaoning University, Shenyang, 110036, China.
Zhuo ChenSchool of Economics, Dongbei University of Finance and Economics, Dalian, 116025, China. cz13461805626@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPhysical health disparities between male and female constitute a significant yet underexplored manifestation of gender inequality, a challenge increasingly exacerbated by climate shock.

methodsThis paper explores the gender inequality in the impact of climate shock on physical health and its spillover effect. We develop a theoretical framework of intra-household resource allocation, and employ micro-level panel datasets matched with a climate physical risk dataset to estimate the impacts of climate shock using panel fixed-effect models.

resultsWe find that climate shock significantly reduces the activity of daily living and health expenditure, with female disproportionately affected. In male-preferred households, the deterioration of male's activity of daily living generates negative spillovers that further undermine female's activity of daily living, whereas in households without a strong male preference, this spillover is attenuated. Channel analysis shows that climate shock impairs the activity of daily living through reduced exercise and social participation. Heterogeneity analysis reveals that the physical health-reducing effects of climate shock are more pronounced among rural, low-educated, unmarried and unretired subgroups. Improving access to local employment opportunities and healthcare resources is effective in enhancing health adaptation to climate shock.

conclusionsThese findings underscore the need for gender-responsive adaptation strategies that prioritize equitable access to healthcare resources to strengthen physical health resilience under escalating climate risks.

Indexed as

Climate ChangeGender EquityHealth StatusHealth Status DisparitiesActivities of Daily LivingFemaleHumansMaleSex FactorsActivity of daily livingClimate shockGender inequalitySpillover effect

Identifiers

PMID42192520
PMCPMC13397639

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LicenceCC BY-NC-ND
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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.