ArticleGlobal heart2022
World Heart Federation Roadmap for Digital Health in Cardiology.
Article in Global heart, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 6 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
51 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- National Heart Foundation of Australia and Cardiac Society of Australia and New Zealand: Australian Clinical Guideline for Diagnosing and Managing Acute Coronary Syndromes 2025.The Medical journal of Australia · 2026Guideline
- Factors Influencing the Uptake of Digital Health Interventions for Cardiovascular Disease Prevention Among Healthcare Providers: A Systematic Review.Global heart · 2026Pooled it
- Digital horizons in non-communicable disease care: a bibliometric exploration of intervention impact and innovation.Frontiers in digital health · 2025Pooled it
- Considering User Experience and Behavioral Approaches in the Design of mHealth Interventions for Atrial Fibrillation: Systematic Review.Journal of medical Internet research · 2024Pooled it
- Digital health intervention in patients undergoing cardiac rehabilitation: systematic review and meta-analysis.F1000Research · 2024Pooled it
- eHealth literacy among hospital health care providers: a systematic review.BMC health services research · 2023Pooled it
- Patient activation improves with a multi-component personalized mHealth intervention in older patients at risk of cardiovascular disease: a pilot randomized controlled trial.European journal of cardiovascular nursing · 2025Trial
- Mobile Phone App to Promote Lifestyle Change in People at Risk of Type 2 Diabetes: Feasibility 3-Arm Randomized Controlled Trial.JMIR formative research · 2025Trial
- Co-Creation and Usability Testing of a Digital Cardiac Rehabilitation Program (eCardiacRehab): Design and Development Study.JMIR cardio · 2026Article
- Clinical Impact of Digital Health Interventions with Educational Components for Patients with Heart Failure: A Systematic Review and Meta-Analysis.Healthcare (Basel, Switzerland) · 2026Review
- World Heart Federation Roadmap on cardiac rehabilitation: a pathway to lifelong cardiovascular health.Nature reviews. Cardiology · 2026Review
- Implementation of an ai-enabled multimodal emergency care system is associated with improved sudden cardiac death rescue outcomes in anyang.Scientific reports · 2026Article
- The digital heartbeat: a qualitative descriptive study on women's views on preventing cardiovascular disease in primary care.Family practice · 2026Article
- Twin Transformation in Cardiothoracic Surgery: The Convergence of Digital Innovation and Sustainability.Journal of cardiovascular development and disease · 2026Review
- Bridging Gaps in Women's Heart Health: User-Centered Needs Assessment Informed by Patient and Clinician Interviews.JMIR human factors · 2026Article
- Role of digital health interventions in strengthening human resources for primary healthcare systems in India: A systematic review.Journal of education and health promotion · 2026Review
- Implementation and Strategies to Support Adoption of the World Heart Federation Roadmap on Cardiac Rehabilitation: A Pathway to Improve Lifelong Cardiovascular Health.Global heart · 2026Review
- Precision cardiovascular medicine: global imperative for equity through innovation.Frontiers in cardiovascular medicine · 2026Article
- WHF Roadmap for Integrated Care in People Living with - or at Risk of - Cardiovascular Disease and Multiple Long-Term Conditions.Global heart · 2026Review
- The fat-heart entanglement and the role of 'osteopontin mechanics' in cardiometabolic senescence.European journal of clinical investigation · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
22 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
More than 500 million people worldwide live with cardiovascular disease (CVD). Health systems today face fundamental challenges in delivering optimal care due to ageing populations, healthcare workforce constraints, financing, availability and affordability of CVD medicine, and service delivery. Digital health technologies can help address these challenges. They may be a tool to reach Sustainable Development Goal 3.4 and reduce premature mortality from non-communicable diseases (NCDs) by a third by 2030. Yet, a range of fundamental barriers prevents implementation and access to such technologies. Health system governance, health provider, patient and technological factors can prevent or distort their implementation. World Heart Federation (WHF) roadmaps aim to identify essential roadblocks on the pathway to effective prevention, detection, and treatment of CVD. Further, they aim to provide actionable solutions and implementation frameworks for local adaptation. This WHF Roadmap for digital health in cardiology identifies barriers to implementing digital health technologies for CVD and provides recommendations for overcoming them.
Indexed as
Identifiers
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.