Evidence map›Paper›PMID 42338530›Full record

ArticleFrontiers in public health2026

Network analysis of influencing factors on rural residents' health communication behaviors: a social-ecological perspective.

Yahong Guo, Xinjin Li, Cailing Yang, Yanhua Ning, Lingna Liu, Jing Shi, Weijuan Kong

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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.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yahong GuoGeneral Hospital of Ningxia Medical University, Yinchuan, China.
Xinjin LiSchool of Nursing, Ningxia Medical University, Yinchuan, China.
Cailing YangSchool of Nursing, Ningxia Medical University, Yinchuan, China.
Yanhua NingSchool of Nursing, Ningxia Medical University, Yinchuan, China.
Lingna LiuSchool of Nursing, Ningxia Medical University, Yinchuan, China.
Jing ShiSchool of Nursing, Ningxia Medical University, Yinchuan, China.
Weijuan KongGeneral Hospital of Ningxia Medical University, Yinchuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study aims to construct a network structure of influencing factors on rural residents' health communication behaviors based on the Social-Ecological Model, employing network analysis techniques to identify core factors. The findings will serve as a theoretical and practical reference for developing evidence-based health promotion programs tailored to rural areas. Methods: This study was a cross-sectional survey. A total of 1,549 rural residents from 10 villages of Ningxia Province in China were recruited between July-20th and September-20th, 2023. Based on the Social-Ecological Model of rural residents, three levels of factors: individual-level, interpersonal-level, and environmental-level were assessed using questionnaire. Multi-level regression models were employed using SPSS. In addition, network analysis of factors influencing health communication behaviors of rural residents was conducted using R4.4.2 software. Results: The mean score of health communication behaviors of rural residents was (5.16 ± 1.68). Multiple-level regression results showed that seven individual level factors (gender ( Conclusion: The overall level of health communication behaviors among rural residents remains low, which is shaped by multi-level (individual, interpersonal, and environmental) and multi-factorial interactions. Notably, social support is a central factor in this complex network, serving as both a pivotal hub and a mediating mechanism connecting the various variables. Future research should adopt a multi-dimensional approach to enhance health communication behaviors through coordinated interventions targeting individual agency, interpersonal networks, and environmental policies.

Indexed as

Health BehaviorHealth CommunicationRural PopulationSocial Network AnalysisAdultAgedChinaCross-Sectional StudiesFemaleHumansMaleMiddle AgedSocioeconomic FactorsSurveys and Questionnaireshealth communicationinfluencing factorsnetwork analysisrural residentssocial-ecological model

Identifiers

PMID42338530
PMCPMC13284061

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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.