ReviewCardiovascular digital health journal2023
Validating cuffless continuous blood pressure monitoring devices.
Review in Cardiovascular digital health journal, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06573801 (A Single Centre Randomised Prospective Cross-over Study to Assess Agreement Between Blood Pressure Measurements Taken Using Cuffless Wearable and Cuffed, Ambulatory Blood Pressure Monitoring Devices.), which is not on this map. Cited by 34 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.
A Single Centre Randomised Prospective Cross-over Study to Assess Agreement Between Blood Pressure Measurements Taken Using Cuffless Wearable and Cuffed, Ambulatory Blood Pressure Monitoring Devices.
Who cites it
34 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Artificial Intelligence in Cardiovascular Medicine: Focus on Hypertension.Hypertension (Dallas, Tex. : 1979) · 2026Pooled it
- Wearable Blood Pressure Monitoring Devices: Understanding Heterogeneity in Design and Evaluation.IEEE transactions on bio-medical engineering · 2024Pooled it
- Validation study on cuffless ambulatory blood pressure monitoring method using bio-impedance, impedance cardiography and electrocardiography.European journal of applied physiology · 2026Article
- Very short-term blood pressure variability by pulse transit time-based measurements during night-time predicts future cardiovascular events in patients with ischemic heart disease.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Personalized Calibration and Hybrid Feature Fusion for Continuous Blood Pressure Estimation Using PPG and ECG Signals.Sensors (Basel, Switzerland) · 2026Article
- Advancements and challenges in blood pressure monitoring using pulse wave propagation: a comprehensive review and ISO 81060-2 based statistical analysis.Hypertension research : official journal of the Japanese Society of Hypertension · 2026Review
- Waking up to wearables: the next era of blood pressure measurement for primary care?The British journal of general practice : the journal of the Royal College of General Practitioners · 2026Article
- From Biosignals to Bedside: A Review of Real-Time Edge Machine Learning for Wearable Health Monitoring.Bioengineering (Basel, Switzerland) · 2026Review
- Wearable devices in the management of hypertension: Navigating the intersection between digital advancement and evidence-based practice.Clinical medicine (London, England) · 2026Review
- A randomized crossover clinical trial comparing 24-h blood pressure measurements from two different cuffless wrist ambulatory monitors with cuffed ambulatory monitoring for translation to clinical practice: Rationale and Design of Continuum BP study.American heart journal plus : cardiology research and practice · 2026Article
- Feasibility and performance evaluation of PPG on a Galaxy Watch in continuous central blood pressure monitoring.European heart journal. Digital health · 2026Article
- Cuffless Devices for the Measurement of Blood Pressure: A Scientific Statement From the American Heart Association.Hypertension (Dallas, Tex. : 1979) · 2026Review
- Vascular waveform analysis using Bayesian pulse deconvolution.bioRxiv : the preprint server for biology · 2026Article
- Remote Blood Pressure Monitoring: A Comprehensive Review.American journal of hypertension · 2026Review
- Accuracy of wearable smartwatch for measuring blood pressure and oxygen saturation across a wide altitudinal gradient: a comparative study in Migrant and Resident populations.Frontiers in physiology · 2026Article
- Current perspectives and challenges of digital hypertension: artificial intelligence in the management of hypertension.Clinical hypertension · 2026Review
- Wearable, cuffless, and portable devices for blood pressure monitoring (2015-2025): a scoping review of technologies, calibration, clinical validation, and regulatory frameworks.Frontiers in digital health · 2026Article
- Comparing the accuracy of continuous blood pressure monitoring using wearable cuffless devices with conventional 24-hour ambulatory blood pressure monitoring: A systematic review and meta-analysis.American journal of preventive cardiology · 2025Article
- Performance of a cuffless photoplethysmography-based device for continuous monitoring of blood pressure after cardiac surgery: a preliminary validation study.Journal of human hypertension · 2025Observational
- Validation of a popular consumer-grade cuffless blood pressure device for continuous 24 h monitoring.European heart journal. Digital health · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
Cuff-based home blood pressure (BP) devices, which have been the standard for BP monitoring for decades, are limited by physical discomfort, convenience, and their ability to capture BP variability and patterns between intermittent readings. In recent years, cuffless BP devices, which do not require cuff inflation around a limb, have entered the market, offering the promise of continuous beat-to-beat measurement of BP. These devices take advantage of a variety of principles to determine BP, including (1) pulse arrival time, (2) pulse transit time, (3) pulse wave analysis, (4) volume clamping, and (5) applanation tonometry. Because BP is calculated indirectly, these devices require calibration with cuff-based devices at regular intervals. Unfortunately, the pace of regulation of these devices has failed to match the speed of innovation and direct availability to patient consumers. There is an urgent need to develop a consensus on standards by which cuffless BP devices can be tested for accuracy. In this narrative review, we describe the landscape of cuffless BP devices, summarize the current status of validation protocols, and provide recommendations for an ideal validation process for these devices.
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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.