ReviewSensors (Basel, Switzerland)2020
ECG Monitoring Systems: Review, Architecture, Processes, and Key Challenges.
Review in Sensors (Basel, Switzerland), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 77 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
77 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Benefits of Home-Based Solutions for Diagnosis and Treatment of Acute Coronary Syndromes on Health Care Costs: A Systematic Review.Sensors (Basel, Switzerland) · 2020Pooled it
- TinZr: A compact wireless ESP32-C3 platform for multi-modal physiological sensor integration and data acquisition.HardwareX · 2026Article
- Bridging the Theory-Practice Divide in ECG Education: A Multistakeholder Qualitative Inquiry.Nursing open · 2026Article
- BioShield-12: A 3D-Printed Conformal Chest Shield for Wireless 12-Lead ECG Acquisition.Sensors (Basel, Switzerland) · 2026Article
- Observational
- Vertically Aligned Nanopillar Electrodes: Engineered Interfaces for Electrophysiology and Cell-Electrode Coupling.Small methods · 2026Review
- QT interval prolongation in patients receiving bedaquiline-based regimens for drug-resistant tuberculosis in Sub-Saharan Africa: A systematic review and meta-analysis.Journal of clinical tuberculosis and other mycobacterial diseases · 2026Article
- Sparse Temporal AutoEncoder for ECG Anomaly Detection.Sensors (Basel, Switzerland) · 2026Article
- Applications of Smart Textiles for Ambulatory Electrocardiogram Monitoring: Scoping Review of the Literature.JMIR cardio · 2026Article
- A joint CNN-Bi-LSTM-transformer architecture with SHAP explanations for multi-label arrhythmia detection from 12-lead ECGs.Scientific reports · 2026Article
- Feeling Rested Improves Cognitive Performance Among University Students: Testing of a Novel Psychophysiological Measurement System.Brain sciences · 2026Article
- Wearable ECG-PPG Deep Learning Model for Cardiac Index-Based Noninvasive Cardiac Output Estimation in Cardiac Surgery Patients.Sensors (Basel, Switzerland) · 2026Article
- Contactless 12-lead electrocardiogram via deep computational radar.npj biomedical innovations · 2026Article
- Incremental diagnostic value of 24-hour Holter monitoring during training in elite athlete preparticipation screening.BMJ open sport & exercise medicine · 2026Article
- Deep Learning-Based Multi-Lead ECG Reconstruction from Lead I with Metadata Integration and Uncertainty Estimation.Sensors (Basel, Switzerland) · 2025Article
- Article
- Bringing diagnostic home: models, challenges and enablers of home-based examinations imaging/graph services - a scoping review.BMJ open · 2025Article
- Biocompatible and Hermetic Encapsulation of PMUTs: Effects of Parylene F-VT4 and ALD Stacks on Membrane Vibration and Acoustic Performance.Sensors (Basel, Switzerland) · 2025Article
- Wearable Technology in Cardiology: Advancements, Applications, and Future Prospects.Reviews in cardiovascular medicine · 2025Review
- Evaluation of a silicone-based flexible dry electrode for measuring human bioelectrical signals.Biomedical engineering letters · 2025Article
17 more citing papers are in PubMed but not listed here.
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
Health monitoring and its related technologies is an attractive research area. The electrocardiogram (ECG) has always been a popular measurement scheme to assess and diagnose cardiovascular diseases (CVDs). The number of ECG monitoring systems in the literature is expanding exponentially. Hence, it is very hard for researchers and healthcare experts to choose, compare, and evaluate systems that serve their needs and fulfill the monitoring requirements. This accentuates the need for a verified reference guiding the design, classification, and analysis of ECG monitoring systems, serving both researchers and professionals in the field. In this paper, we propose a comprehensive, expert-verified taxonomy of ECG monitoring systems and conduct an extensive, systematic review of the literature. This provides evidence-based support for critically understanding ECG monitoring systems' components, contexts, features, and challenges. Hence, a generic architectural model for ECG monitoring systems is proposed, an extensive analysis of ECG monitoring systems' value chain is conducted, and a thorough review of the relevant literature, classified against the experts' taxonomy, is presented, highlighting challenges and current trends. Finally, we identify key challenges and emphasize the importance of smart monitoring systems that leverage new technologies, including deep learning, artificial intelligence (AI), Big Data and Internet of Things (IoT), to provide efficient, cost-aware, and fully connected monitoring systems.
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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.