Evidence map›Paper›PMID 41606565›Full record

ArticleBMC public health2026

The relationship between social networks and pro-environmental behavior: a moderated mediation model.

Tao Yang, Shanshan Chen, Haiyan Liu

Abstract read
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
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.

Tao Yang *School of Economics and Management, China University of Geosciences (Beijing), Beijing, China.
Shanshan Chen *School of Education, Central China Normal University, Wuhan, China.
Haiyan LiuSchool of Economics and Management, China University of Geosciences (Beijing), Beijing, China. liuhy@cugb.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As global environmental issues have become increasingly severe, promoting pro-environmental behavior (PEB) among the public has become crucial for achieving sustainable development. Social networks (SN), as important channels for information dissemination and interpersonal interaction, SN are associated with individuals’ environmental behavior through their potential linkage with environmental risk perception (ERP). However, the differences in this mechanism among groups with different educational levels are still unclear. On the basis of data from the 2021 Chinese General Social Survey, this study examines the relationships between SN, ERP, education, and PEB. The results of the correlation analysis revealed a significant negative correlation between SN and ERP (p < 0.001) and a significant positive correlation between SN and PEB (p < 0.001); ERP was significantly negatively correlated with PEB (p < 0.01); education level was significantly positively correlated with SN, PEB, gender, and age (all p < 0.001) and significantly negatively correlated with ERP (p < 0.001). The mediation effect analysis indicates that ERP plays a partial mediating role between SN and PEB. SN not only directly promotes PEB but also exerts a positive indirect effect on PEB through ERP. Furthermore, education level significantly moderates the mediating pathway, attenuating the negative influence of SN on ERP. These findings contribute to understanding how SN relate to PEB through their connection with ERP while also revealing the important role that education levels play in this process, offering insights for the design of differentiated environmental education policies.

Indexed as

EnvironmentSocial NetworkingAdultChinaEducational StatusFemaleHumansMaleMediation AnalysisMiddle AgedSurveys and QuestionnairesYoung AdultEnvironmental risk perceptionModerated mediation modelPro-environmental behaviorSocial networks

Identifiers

PMID41606565
PMCPMC12924393

What OpenQuestion holds

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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.