Evidence map›Paper›PMID 41415231›Full record

ArticleFrontiers in public health2025

The impact of fine particulate pollution (PM2.5) on hospitalization costs in China.

Chen Chen, Chen Ma, Xingyue Wu, Jinglin Song, Juanjuan Yan

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. 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

5 authors.

Chen ChenSchool of Public Finance and Economics, Shanxi University of Finance and Economics, Taiyuan, China.
Chen MaSchool of Public Finance and Economics, Shanxi University of Finance and Economics, Taiyuan, China.
Xingyue WuChina Center for Special Economic Zone Research, Shenzhen University, Shenzhen, China.
Jinglin SongSchool of Economics and Finance, Chongqing University of Science and Technology, Chongqing, China.
Juanjuan YanSchool of Health Services and Management, Shanxi University of Chinese Medicine, Jinzhong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Air pollution poses a threat to public health and socio-economic stability, significantly increasing the disease burden on the population and causing heavy economic impacts, especially in terms of medical expenses. Quantifying this economic impact is crucial for formulating effective public health strategies. This study aims to deeply explore the direct impact of air pollution on specific medical expenses. Methods: This study utilized the medical data of inpatients in a certain city in southwest China from 2014 to June 2019, the data of key air pollution indicators such as PM2.5 and AQI collected through local monitoring stations, and the data of land use types in this city. Results: (1) Air pollution has significantly increased the total hospitalization costs for patients and is a key factor leading to the rise in their medical expenses.Taking the 7-day moving average as an example, a 10 μg/m³ increase in PM2.5 led to a 0.5% rise in total hospitalization costs, equivalent to about 42 yuan per individual. (2) Air pollution has significantly increased the amount of medical insurance reimbursement for patients rather than their out-of-pocket expenses, suggesting that patients tend to mitigate related expenses through insurance reimbursement. (3) Green space area can effectively alleviate the increasing effect of air pollution on hospitalization costs, while industrial land has the opposite effect.The mitigating effect of green spaces on air pollution is most prominent among middle-aged and older adults groups and is more significant under conditions of low wind speed and precipitation. Discussion: Air pollution has exerted economic pressure on both individual patients and the medical security system. The research results can provide important references for optimizing the allocation of medical resources and strengthening health protection to reduce the health and economic burden of air pollution.

Indexed as

Air PollutionHospitalizationParticulate MatterAdultAgedChinaFemaleHumansMaleMiddle AgedParticulate Matterair pollutiongeneralized random foresthospitalization costsland use typesPM2.5

Identifiers

PMID41415231
PMCPMC12708885

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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.