SynthesisThe Cochrane database of systematic reviews2020
mHealth education interventions in heart failure.
Synthesis in The Cochrane database of systematic reviews, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06161649 (To Investigate Whether a Continuous Intelligent and Automated Mobile Education System Can Improve Knowledge, Self-care, Emotional Stress, Self-efficacy and Quality of Life in Patients With Heart Failure), which is not on this map. Cited by 48 papers, 11 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
To Investigate Whether a Continuous Intelligent and Automated Mobile Education System Can Improve Knowledge, Self-care, Emotional Stress, Self-efficacy and Quality of Life in Patients With Heart Failure
Who cites it
48 citing papers in PubMed, 11 syntheses or guidelines pooled it, 84 citations in OpenAlex.
- Receipt of Medicines Information From the Internet and Other Information Sources Among Adult Medicine Users in Developed Economies, 2010-2025: Systematic Review.Journal of medical Internet research · 2026Pooled it
- Engaging Patients with Heart Failure in Diet and Nutritional Health Behaviors Through mHealth Applications - A Restricted, Systematic Review.Current heart failure reports · 2026Pooled it
- Patients' Experiences of Healthcare Professionals' Competence in Digital Counselling in Healthcare Settings-A Qualitative Systematic Review.Journal of advanced nursing · 2025Pooled it
- Mobile Health Interventions for Modifying Indigenous Maternal and Child-Health Related Behaviors: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Mobile phone text messaging for medication adherence in secondary prevention of cardiovascular disease.The Cochrane database of systematic reviews · 2024Pooled it
- [Education interventions in heart failure using m-Health: Systematic review].Atencion primaria · 2023Pooled it
- Effectiveness of mobile telemonitoring applications in heart failure patients: systematic review of literature and meta-analysis.Heart failure reviews · 2023Pooled it
- Posthospitalization Follow-Up of Patients With Heart Failure Using eHealth Solutions: Restricted Systematic Review.Journal of medical Internet research · 2022Pooled it
- Telemedicine to Support Heart Failure Patients during Social Distancing: A Systematic Review.Global heart · 2022Pooled it
- mHealth education interventions in heart failure.The Cochrane database of systematic reviews · 2020Pooled it
- Effectiveness of Mobile Phone-Based Interventions for Improving Health Outcomes in Patients with Chronic Heart Failure: A Systematic Review and Meta-Analysis.International journal of environmental research and public health · 2020Pooled it
- Patient-Centered mHealth Intervention to Improve Self-Care in Patients With Chronic Heart Failure: Phase 1 Randomized Controlled Trial.Journal of medical Internet research · 2025Trial
- One-Year Remission Rate of Chronic Headache Comparing Video and Face-to-Face Consultations by Neurologist: Randomized Controlled Trial.Journal of medical Internet research · 2021Trial
- Digital Solutions in HF Education: What Can Patients and Clinicians Gain?Current heart failure reports · 2026Review
- Digital health education and self-management support for adults with heart failure: a best-evidence summary of review-level evidence.Frontiers in public health · 2026Review
- A study on dietary diversification intervention for elderly patients with chronic heart failure who can eat by mouth.Frontiers in nutrition · 2026Article
- Learning Needs in Heart Failure Care Across Patients, Caregivers, and Healthcare Professionals: A Scoping Review of Asian Studies.Patient preference and adherence · 2026Review
- Integrating digital health and remote monitoring: emerging trends in cardiac rehabilitation research for chronic heart failure.Frontiers in cardiovascular medicine · 2026Article
- Constructing a disease management journey map from the acute decompensated heart failure journey perspective: a descriptive qualitative study.International journal of qualitative studies on health and well-being · 2025Article
- Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHeart failure (HF) is a chronic disease with significant impact on quality of life and presents many challenges to those diagnosed with the condition, due to a seemingly complex daily regimen of self-care which includes medications, monitoring of weight and symptoms, identification of signs of deterioration and follow-up and interaction with multiple healthcare services. Education is vital for understanding the importance of this regimen, and adhering to it. Traditionally, education has been provided to people with heart failure in a face-to-face manner, either in a community or a hospital setting, using paper-based materials or video/DVD presentations. In an age of rapidly-evolving technology and uptake of smartphones and tablet devices, mHealth-based technology (defined by the World Health Organization as mobile and wireless technologies to achieve health objectives) is an innovative way to provide health education which has the benefit of being able to reach people who are unable or unwilling to access traditional heart failure education programmes and services.
objectivesTo systematically review and quantify the potential benefits and harms of mHealth-delivered education for people with heart failure. SEARCH
methodsWe performed an extensive search of bibliographic databases and registries (CENTRAL, MEDLINE, Embase, CINAHL, PsycINFO, IEEE Xplore, ClinicalTrials.gov and WHO International Clinical Trials Registry Platform (ICTRP) Search Portal), using terms to identify HF, education and mHealth. We searched all databases from their inception to October 2019 and imposed no restriction on language of publication. SELECTION CRITERIA: We included studies if they were conducted as a randomised controlled trial (RCT), involving adults (≥ 18 years) with a diagnosis of HF. We included trials comparing mHealth-delivered education such as internet and web-based education programmes for use on smartphones and tablets (including apps) and other mobile devices, SMS messages and social media-delivered education programmes, versus usual HF care. DATA COLLECTION AND ANALYSIS: Two review authors independently selected studies, assessed risks of bias, and extracted data from all included studies. We calculated the mean difference (MD) or standardised mean difference (SMD) for continuous data and the odds ratio (OR) for dichotomous data with a 95% confidence interval (CI). We assessed heterogeneity using the I MAIN
resultsWe include five RCTs (971 participants) of mHealth-delivered education interventions for people with HF in this review. The number of trial participants ranged from 28 to 512 participants. Mean age of participants ranged from 60 years to 75 years, and 63% of participants across the studies were men. Studies originated from Australia, China, Iran, Sweden, and The Netherlands. Most studies included participants with symptomatic HF, NYHA Class II - III. Three studies addressed HF knowledge, revealing that the use of mHealth-delivered education programmes showed no evidence of a difference in HF knowledge compared to usual care (MD 0.10, 95% CI -0.2 to 0.40, P = 0.51, I AUTHORS'
conclusionsWe found that the use of mHealth-delivered educational interventions for people with HF shows no evidence of a difference in HF knowledge; uncertainty in the evidence for self-efficacy, self-care and health-related quality of life; and may result in little to no difference in HF-related hospitalisations. The identification of studies currently underway and those awaiting classification indicate that this is an area of research from which further evidence will emerge in the short and longer term.
Indexed as
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What OpenQuestion holds
Registered trials
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.