ArticleSensors (Basel, Switzerland)2024
Wearable Technology for Monitoring Electrocardiograms (ECGs) in Adults: A Scoping Review.
Article in Sensors (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 2 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
22 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- A Systematic Review of Chest-Worn Sensors in Cardiac Assessment: Technologies, Advantages, and Limitations.Sensors (Basel, Switzerland) · 2025Pooled it
- Leveraging Wearable Sensors in Virtual Reality Driving Simulators: A Review of Techniques and Applications.Sensors (Basel, Switzerland) · 2024Pooled it
- An ECG-PPG Physiological Signal Emulator for Calibration and Validation of Cardiovascular Monitoring Devices.Sensors (Basel, Switzerland) · 2026Article
- Interval-Level Validation of a Wearable Dry-Electrode ECG Biosensor Platform: A Proof-of-Concept Study.Biosensors · 2026Article
- DCPA-SNN, Direct-Coding-Physics-Aware Spiking Neural Network: A Framework for Wearable ECG Denoising Under Dynamic-Noise Conditions.Sensors (Basel, Switzerland) · 2026Article
- An Edge-Cloud Collaborative ECG-Assisted Diagnostic System Leveraging Cross-Lead Knowledge Distillation and Large Language Models.Sensors (Basel, Switzerland) · 2026Article
- Optimizing single-lead ECG axis for AI-based detection of myocardial diseases.NPJ cardiovascular health · 2026Article
- Digital twins and digital models of the human circulatory system.Nature reviews bioengineering · 2026Article
- Biocompatible Electrospun Biomaterials for Advancing Thermoregulating Wearable Sensors in Next-Generation Smart Textiles.Journal of functional biomaterials · 2026Review
- ECG sonification methods for robust and generalizable clinical decision support.NPJ digital medicine · 2025Article
- Which Device Is Most Suitable for Measuring Heart Rate Variability in the Field? A Comparative Evaluation of Two Leading Options.Journal of occupational and environmental medicine · 2025Article
- How and Why to Add Autonomic Phenotyping and Autonomic Balancing Interventions Into Eating Disorder Treatment.The International journal of eating disorders · 2025Article
- AI-Driven Wearable Bioelectronics in Digital Healthcare.Biosensors · 2025Review
- Emerging rapid detection methods for the monitoring of cardiovascular diseases: Current trends and future perspectives.Materials today. Bio · 2025Review
- Wearable Technology in Cardiology: Advancements, Applications, and Future Prospects.Reviews in cardiovascular medicine · 2025Review
- Are Wearable ECG Devices Ready for Hospital at Home Application?Sensors (Basel, Switzerland) · 2025Review
- Wear Your Heart on Your Sleeve: Smart Textile ECG Wearables for Comfort, Integration, Signal Quality and Continuous Monitoring in Paroxysmal Atrial Fibrillation.Sensors (Basel, Switzerland) · 2025Review
- Low-Complexity Timing Correction Methods for Heart Rate Estimation Using Remote Photoplethysmography.Sensors (Basel, Switzerland) · 2025Article
- Estimating normal and reference pulse wave velocity in New Zealand population.Journal of the Royal Society of New Zealand · 2025Article
- Agreement between resting heart rate measured by unattended automated office and office blood pressure measurement, ambulatory blood pressure monitoring, or electrocardiography.Journal of clinical hypertension (Greenwich, Conn.) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
In the rapidly evolving landscape of continuous electrocardiogram (ECG) monitoring systems, there is a heightened demand for non-invasive sensors capable of measuring ECGs and detecting heart rate variability (HRV) in diverse populations, ranging from cardiovascular patients to sports enthusiasts. Challenges like device accuracy, patient privacy, signal noise, and long-term safety impede the use of wearable devices in clinical practice. This scoping review aims to assess the performance and safety of novel multi-channel, sensor-based biopotential wearable devices in adults. A comprehensive search strategy was employed on four databases, resulting in 143 records and the inclusion of 12 relevant studies. Most studies focused on healthy adult subjects (
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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.