An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study

Abstract BackgroundChronic heart failure (CHF) has become a serious threat to the health of the global population. Self-management is the key to treating CHF, and the emergence of mobile health (mHealth) has provided new ideas for the self-management of CHF. Despite the many p...

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Main Authors: Xiaorong Jin, Yimei Zhang, Min Zhou, Qian Mei, Yangjuan Bai, Qiulan Hu, Wei Wei, Xiong Zhang, Fang Ma
Format: Article
Language:English
Published: JMIR Publications 2025-03-01
Series:JMIR mHealth and uHealth
Online Access:https://mhealth.jmir.org/2025/1/e63805
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author Xiaorong Jin
Yimei Zhang
Min Zhou
Qian Mei
Yangjuan Bai
Qiulan Hu
Wei Wei
Xiong Zhang
Fang Ma
author_facet Xiaorong Jin
Yimei Zhang
Min Zhou
Qian Mei
Yangjuan Bai
Qiulan Hu
Wei Wei
Xiong Zhang
Fang Ma
author_sort Xiaorong Jin
collection DOAJ
description Abstract BackgroundChronic heart failure (CHF) has become a serious threat to the health of the global population. Self-management is the key to treating CHF, and the emergence of mobile health (mHealth) has provided new ideas for the self-management of CHF. Despite the many potential benefits of mHealth, public utilization of mHealth apps is low, and poor health literacy (HL) is a key barrier to mHealth use. However, the mechanism of the influence is unclear. ObjectiveThe aim of this study is to explore the dyadic associations between HL and mHealth usage intentions in dyads of patients with CHF and their caregivers, and the mediating role of mHealth perceived usefulness and perceived ease of use in these associations. MethodsThis study had a cross-sectional research design, with a sample of 312 dyads of patients with CHF who had been hospitalized in the cardiology departments of 2 tertiary care hospitals in China from March to October 2023 and their caregivers. A general information questionnaire, the Chinese version of the Heart Failure-Specific Health Literacy Scale, and the mHealth Intention to Use Scale were used to conduct the survey; the data were analyzed using the actor-partner interdependence mediation model. ResultsThe results of the actor-partner interdependent mediation analysis of HL, perceived usefulness of mHealth, and mHealth use intention among patients with CHF and their caregivers showed that all of the model’s actor effects were valid (βPβPβPβPβPβP ConclusionsOur study proposes that the HL of patients with CHF and their caregivers positively contributes to their own intention to use mHealth, suggesting that the use of mHealth by patients with CHF can be promoted by improving the HL of patients and caregivers. Our findings also suggest that the perceived usefulness of patients with CHF and caregivers affects patients’ mHealth use intention, and therefore patients with CHF and their caregivers should be involved throughout the mHealth development process to improve the usability of mHealth for both patients and caregivers. This study emphasizes the key role of patients’ perception that mHealth is easy to use in facilitating their use of mHealth. Therefore, it is recommended that the development of mHealth should focus on simplifying operational procedures and providing relevant operational training according to the needs of the patients when necessary.
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spelling doaj-art-632a861ea737471698eaf0edc3ea3fe52025-08-20T02:53:08ZengJMIR PublicationsJMIR mHealth and uHealth2291-52222025-03-0113e63805e6380510.2196/63805An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional StudyXiaorong Jinhttp://orcid.org/0009-0000-0448-5269Yimei Zhanghttp://orcid.org/0009-0002-0553-6579Min Zhouhttp://orcid.org/0009-0005-4274-4344Qian Meihttp://orcid.org/0009-0009-6224-0345Yangjuan Baihttp://orcid.org/0000-0002-3949-1869Qiulan Huhttp://orcid.org/0000-0001-5663-6188Wei Weihttp://orcid.org/0000-0003-4013-8349Xiong Zhanghttp://orcid.org/0000-0001-5173-6470Fang Mahttp://orcid.org/0000-0002-0784-6346 Abstract BackgroundChronic heart failure (CHF) has become a serious threat to the health of the global population. Self-management is the key to treating CHF, and the emergence of mobile health (mHealth) has provided new ideas for the self-management of CHF. Despite the many potential benefits of mHealth, public utilization of mHealth apps is low, and poor health literacy (HL) is a key barrier to mHealth use. However, the mechanism of the influence is unclear. ObjectiveThe aim of this study is to explore the dyadic associations between HL and mHealth usage intentions in dyads of patients with CHF and their caregivers, and the mediating role of mHealth perceived usefulness and perceived ease of use in these associations. MethodsThis study had a cross-sectional research design, with a sample of 312 dyads of patients with CHF who had been hospitalized in the cardiology departments of 2 tertiary care hospitals in China from March to October 2023 and their caregivers. A general information questionnaire, the Chinese version of the Heart Failure-Specific Health Literacy Scale, and the mHealth Intention to Use Scale were used to conduct the survey; the data were analyzed using the actor-partner interdependence mediation model. ResultsThe results of the actor-partner interdependent mediation analysis of HL, perceived usefulness of mHealth, and mHealth use intention among patients with CHF and their caregivers showed that all of the model’s actor effects were valid (βPβPβPβPβPβP ConclusionsOur study proposes that the HL of patients with CHF and their caregivers positively contributes to their own intention to use mHealth, suggesting that the use of mHealth by patients with CHF can be promoted by improving the HL of patients and caregivers. Our findings also suggest that the perceived usefulness of patients with CHF and caregivers affects patients’ mHealth use intention, and therefore patients with CHF and their caregivers should be involved throughout the mHealth development process to improve the usability of mHealth for both patients and caregivers. This study emphasizes the key role of patients’ perception that mHealth is easy to use in facilitating their use of mHealth. Therefore, it is recommended that the development of mHealth should focus on simplifying operational procedures and providing relevant operational training according to the needs of the patients when necessary.https://mhealth.jmir.org/2025/1/e63805
spellingShingle Xiaorong Jin
Yimei Zhang
Min Zhou
Qian Mei
Yangjuan Bai
Qiulan Hu
Wei Wei
Xiong Zhang
Fang Ma
An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study
JMIR mHealth and uHealth
title An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study
title_full An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study
title_fullStr An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study
title_full_unstemmed An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study
title_short An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study
title_sort actor partner interdependence mediation model for assessing the association between health literacy and mhealth use intention in dyads of patients with chronic heart failure and their caregivers cross sectional study
url https://mhealth.jmir.org/2025/1/e63805
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