Evidence map›Paper›PMID 41769098›Full record

ArticleFrontiers in public health2026

Does sports industry development improve regional public health? A cross-regional heterogeneous study in China.

Shuxiong Song

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

1 author.

Shuxiong SongDepartment of Physical Education, Anhui Science and Technology University, Chuzhou, Anhui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates whether sports industry development improves regional public health in China, with particular attention to potential nonlinear threshold effects and regional heterogeneity. Using panel data from 30 Chinese provinces over the period 2010-2024, Hansen's panel threshold regression model is employed to examine the relationship between sports industry development (measured as percentage of GDP) and life expectancy, supplemented by instrumental variable estimation and system GMM approaches to address endogeneity concerns. The results reveal a significant single threshold effect at 0.96% of GDP (95% CI: 0.89-1.04), with the promotion coefficient increasing from 0.312 to 0.369 (+18.3%) after crossing this threshold. Regional analysis uncovers substantial heterogeneity: Eastern China exhibits a linear relationship without threshold effects, while Central and Western regions demonstrate distinct thresholds at 1.06 and 0.79%, respectively, with effect enhancements of 13.3 and 26.4% after crossing these thresholds. These findings suggest that sports industry development significantly promotes public health through nonlinear mechanisms that vary across regional development stages. Policy implications indicate that differentiated strategies should prioritize sports industry investment in underdeveloped Western regions where marginal health benefits are greatest.

Indexed as

IndustryPublic HealthSportsChinaGross Domestic ProductHumansLife ExpectancyChinapanel datapublic healthregional heterogeneitysports industry developmentthreshold effect

Identifiers

PMID41769098
PMCPMC12946074

What Socratic holds

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LicenceCC BY
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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 Socratic graph.