ArticleNPJ digital medicine2024
A scoping review on advancements in noninvasive wearable technology for heart failure management.
Article in NPJ digital medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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
26 citing papers in PubMed.
- The Future of Cardiac Care: A Review on the Role for Non-Invasive, Home-Based Monitoring and Rehabilitation after Hospitalisation for Acute Decompensated Heart Failure.Current heart failure reports · 2026Review
- Usability and Technology Acceptance of a Wearable Monitoring System Among Patients with Cardiovascular Diseases: A Cross-Sectional Study.Medicina (Kaunas, Lithuania) · 2026Observational
- Digital Decisions: Enhancing Chronic Disease Self-Care Through Digital Health and AI-Enhanced Decision-Making.Journal of medical Internet research · 2026Article
- Machine Learning Applications for Risk Stratification in Heart Failure with Preserved Ejection Fraction: A New Era in Cardiology.Diagnostics (Basel, Switzerland) · 2026Review
- Precision Medicine in Heart Failure: Integrating Ventricular-Vascular Interaction and Arterial Stiffness into Patient Phenotyping.Journal of clinical medicine · 2026Review
- Multi-sensor wearables for chronic heart failure: From signal-rich devices to equitable, implementable pathways.The Indian journal of medical research · 2026Article
- Toward Personalized Heart Failure Management: Integrating Biomarkers and Multimodal Monitoring Strategies.Current heart failure reports · 2026Review
- Multi night digital assessment of sleep disordered breathing is associated with accelerated vascular aging.NPJ digital medicine · 2026Article
- Article
- Mouse model for sensitivity of fluid measurement with textile electrodes.Biomedical engineering online · 2026Article
- Integrating digital health and remote monitoring: emerging trends in cardiac rehabilitation research for chronic heart failure.Frontiers in cardiovascular medicine · 2026Article
- Understanding Exercise-induced Protection in Heart Failure with Reduced Ejection Fraction and Heart Failure with Preserved Ejection Fraction: Molecular Mechanisms and New Therapeutic Opportunities.Cardiac failure review · 2026Review
- Non-Invasive Remote Monitoring in Heart Failure: Towards Wearable Devices and Artificial Intelligence Solutions : Short Title: Remote Monitoring and Wearable Devices in Heart Failure.Current heart failure reports · 2025Review
- AI-Driven Real-Time Monitoring of Cardiovascular Conditions With Wearable Devices: Scoping Review.JMIR mHealth and uHealth · 2025Article
- Non-Invasive Wearable Technology to Predict Heart Failure Decompensation.Journal of clinical medicine · 2025Review
- Wireless Soft Athlete Bioelectronics for Monitoring Carbon Dioxide Ventilation and Physiological Performance.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Construction of Personalized Predictive Models for Missed Medication Doses Using Wearable Device Data: Prospective Observational Study.JMIR formative research · 2025Observational
- Heart Rate Variability Analysis in Congestive Heart Failure: The Need for Standardized Assessment Protocols.Reviews in cardiovascular medicine · 2025Review
- Review
- Assessment of Decongestion Status Before Discharge in Acute Decompensated Heart Failure: A Review of Clinical, Biochemical, and Imaging Tools and Their Impact on Management Decisions.Medicina (Kaunas, Lithuania) · 2025Review
Corrections and comments
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Authors and funding
9 authors.
Funding
Abstract
Wearables offer a promising solution for enhancing remote monitoring (RM) of heart failure (HF) patients by tracking key physiological parameters. Despite their potential, their clinical integration faces challenges due to the lack of rigorous evaluations. This review aims to summarize the current evidence and assess the readiness of wearables for clinical practice using the Medical Device Readiness Level (MDRL). A systematic search identified 99 studies from 3112 found articles, with only eight being randomized controlled trials. Accelerometery was the most used measurement technique. Consumer-grade wearables, repurposed for HF monitoring, dominated the studies with most of them in the feasibility testing stage (MDRL 6). Only two of the described wearables were specifically designed for HF RM, and received FDA approval. Consequently, the actual impact of wearables on HF management remains uncertain due to limited robust evidence, posing a significant barrier to their integration into HF care.
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.