ReviewNature reviews. Cardiology2026
Access to digital health technologies: personalized framework and global perspectives.
Review in Nature reviews. Cardiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis 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
21 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The Effectiveness of Parent-Targeted Digital Health Interventions on Breastfeeding Practices: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Effectiveness of Genetic Counseling Modalities on Knowledge, Attitudes, and Premarital Screening Intentions for Thalassemia Prevention: A Multi-Site Three-Arm Randomized Controlled Trial.International journal of environmental research and public health · 2026Trial
- Digital health technology burden and frustration among patients with multimorbidity.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Clinical AI and Precision Medicine: Philosophical Questions About Labels, Disease, and Evidence.Journal of medical systems · 2026Article
- Implications of the new US AI framework in medicine.Communications medicine · 2026Article
- Operationalizing Digital Health Equity in Artificial Intelligence-Enabled Patient Decision Aids for Older Adults: Mixed Methods Study.Journal of medical Internet research · 2026Article
- Personalized artificial intelligence based left ventricular ejection fraction and systolic dysfunction assessment.NPJ digital medicine · 2026Article
- Total product lifecycle regulatory considerations and recommendations for generative AI-enabled medical devices.European heart journal. Digital health · 2026Article
- Do world-wide policy initiatives for regulating health care related artificial intelligence safeguard the declaration of Helsinki?EClinicalMedicine · 2026Review
- Real-world multicenter assessment of sustained clinical outcomes after digital deep brain stimulation.NPJ digital medicine · 2026Article
- Understanding digital inclusion through the transformation of services and users: a narrative review and novel framework.BMJ digital health & AI · 2026Review
- Artificial Intelligence-driven Detection, Mapping, and Personalized Therapy for Atrial Fibrillation.The Journal of innovations in cardiac rhythm management · 2026Review
- Identifying Digital Health Technology Engagement and Frustration Phenotypes in Patients with Multiple Chronic Conditions: Evidences from a Nationally Representative Cross-Sectional Study.AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science · 2026Article
- Evolving strategies in cardiovascular disease prevention: 2025 American society for preventive cardiology highlights.American journal of preventive cardiology · 2025Review
- The electrocardiogram reimagined: AI-ECG as a prognostic beacon for valvular heart disease.European heart journal · 2025Article
- Patient agency and large language models in worldwide encoding of equity.NPJ digital medicine · 2025Review
- Digital technology empowers model innovation in chronic disease management in Chinese grassroots communities.Frontiers in digital health · 2025Article
- Non-genetic factors determine deep learning identified ECG differences between black and white healthy subjects.NPJ cardiovascular health · 2025Article
- Machine learning based, subject-specific, gender and race independent, non-invasive estimation of the arterial blood pressure.NPJ cardiovascular health · 2025Article
- Latent profile analysis of digital health literacy among community-dwelling older adults and its influencing factors.Digital healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
20 authors.
Funding
Abstract
The emergence and rapid adoption of digital health technologies (DHT) present unprecedented opportunities to democratize and reduce disparities in health care by monitoring health and disease at the point of care in all patients. However, limited access to DHT is becoming a major obstacle to realizing these goals. Access to DHT is influenced not only by well-recognized social determinants of health, but also by digital determinants of health, such as digital literacy and the need for broad access to digital infrastructure, as well as commercial and economic factors. Addressing these challenges and designing unbiased systems of care are essential to enable broad access to DHT and to benefit diverse and under-represented communities. Doing so will fill gaps in the clinical evidence base and avoid perpetuating historical biases. In this Review, we propose a personalized framework to improve access to DHT, addressing determinants of access at the individual, interpersonal, community, society, government and industry levels. We frame these issues globally, highlighting how the challenges to DHT access and potential solutions might differ between continents while also emphasizing common themes. We provide perspectives from partners across the spectrum of health care, including clinicians, clinical trialists, and experts from digital health and industry.
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.