Evidence map›Paper›PMID 41626362›Full record

ArticleFrontiers in public health2025

The impact of smartphone use on rural residents' environmental quality assessment: evidence from micro-level survey data in China.

Fan Chen, Yuhuan Chen, Sheng Shi

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.

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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

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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

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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

3 authors.

Fan ChenChina Rural Policy and Practice Research Institute, Ningbo University, Ningbo, China.
Yuhuan ChenBusiness School of Ningbo University, Ningbo, China.
Sheng ShiBusiness School of Ningbo University, Ningbo, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The popularization of smartphones and the development of internet digitalization are profoundly reshaping the thinking patterns and behavioral choices of rural residents, while also exerting a significant impact on their environmental quality perception and wellbeing. However, existing studies have not fully clarified the interactive relationship between smartphone use and residents' environmental cognition, which provides an important entry point for this research. Methods: Based on micro-survey data from rural China, this study employs an empirical approach to examine the impact of smartphone use on rural residents' assessments of environmental quality, and innovatively explores its inherent mechanism of action. Conclusion and discussion: The research finds that smartphone use has a significant negative impact on rural residents' satisfaction with environmental quality, and this conclusion remains valid after multiple robustness tests. Heterogeneity analysis shows that this impact exhibits obvious regional and group differences: compared with the central region, the negative effect is more moderate in the eastern and western regions; in contrast to ordinary villagers, the impact of smartphone use on the environmental quality satisfaction of rural Party members and cadres is not significant. Mechanism analysis reveals that smartphone use affects environmental satisfaction by changing rural residents' information acquisition channels and promoting the transformation of social capital forms. This study provides empirical evidence and theoretical reference for the rational use of digital tools to guide residents' environmental perception and support the construction of ecologically livable rural areas.

Indexed as

EnvironmentRural PopulationSmartphoneChinaFemaleHumansMaleSurveys and Questionnairesdigitalizationenvironmental quality assessmentenvironmental satisfactionmechanism analysissmartphone usage

Identifiers

PMID41626362
PMCPMC12854135

What OpenQuestion 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 OpenQuestion graph.