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Accepted for/Published in: JMIR Formative Research

Date Submitted: Nov 25, 2024
Date Accepted: Mar 21, 2025

The final, peer-reviewed published version of this preprint can be found here:

Association of Technology-Related Skills and Self-Efficacy With Willingness to Participate in Heart Failure Telemonitoring: Cross-Sectional Observational Study

Cuppen S, van Leunen M, Henken T, Goevaerts M, Scherrenberg M, Falter M, Dendale P, Kemps H, Kop WJ

Association of Technology-Related Skills and Self-Efficacy With Willingness to Participate in Heart Failure Telemonitoring: Cross-Sectional Observational Study

JMIR Form Res 2025;9:e68992

DOI: 10.2196/68992

PMID: 40505140

PMCID: 12178583

Association of Technology-related Skills and Self-efficacy with Willingness to Participate in Heart Failure Telemonitoring: An Observational Study

  • Sharon Cuppen; 
  • Mayke van Leunen; 
  • Tamara Henken; 
  • Mayra Goevaerts; 
  • Martijn Scherrenberg; 
  • Maarten Falter; 
  • Paul Dendale; 
  • Hareld Kemps; 
  • Willem J. Kop

ABSTRACT

Background:

The adoption of telemonitoring in patients with heart failure (HF) is influenced by technology-related skills and self-efficacy, as well as psychological, clinical and demographic factors. However, the relative importance of these factors with regard to willingness to use telemonitoring is insufficiently understood.

Objective:

This cross-sectional study examines the extent to which technology-related skills and self-efficacy are related to willingness to participate in telemonitoring in patients with HF.

Methods:

Patients completed questionnaires during hospitalisation. Associations of technological skills and self-efficacy with willingness to participate in telemonitoring (dichotomous and continuous scale) were examined using regression models. Mediation-moderation analyses were used to investigate the role of self-efficacy in the association of technological skills with willingness to participate.

Results:

This study recruited 61 patients with HF admitted for decompensated HF (mean age 79.9±9.5 years; 24 women). Higher levels of technological skills were associated with higher willingness to participate in telemonitoring (OR=1.073 per scale unit; 95%CI[1.031,1.117]). Technological self-efficacy and learnability were also related to willingness to participate (OR=1.141; 95%CI[1.039,1.252]; OR=1.029; 95%CI[1.006,1.052]), but did not mediate the association of technological skills with willingness to participate in telemonitoring. Psychological factors (anxiety, depressive symptoms, and perceived social support), age and cognitive/physical functioning did not moderate the association of technological skills with participation in telemonitoring.

Conclusions:

Technological skills, self-efficacy and learnability are interrelated factors that need to be considered in patients with HF who are eligible for telemonitoring. Future intervention studies that target these factors could increase patients’ willingness and competence in using telemonitoring after admission for heart failure.


 Citation

Please cite as:

Cuppen S, van Leunen M, Henken T, Goevaerts M, Scherrenberg M, Falter M, Dendale P, Kemps H, Kop WJ

Association of Technology-Related Skills and Self-Efficacy With Willingness to Participate in Heart Failure Telemonitoring: Cross-Sectional Observational Study

JMIR Form Res 2025;9:e68992

DOI: 10.2196/68992

PMID: 40505140

PMCID: 12178583

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