ArticleSensors (Basel, Switzerland)2022
HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic.
Article in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07173608 (Transforming Adolescent Perception and Mental Health Through Meditation and Cognitive Reappraisal A Mixed Method Study), which is not on this map. Cited by 21 papers, 1 of them a synthesis that pooled it.
What it found
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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.
Transforming Adolescent Perception and Mental Health Through Meditation and Cognitive Reappraisal A Mixed Method Study
Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A Survey on Wearable Sensors for Mental Health Monitoring.Sensors (Basel, Switzerland) · 2023Pooled it
- The Representation of Different Populations in Studies Assessing the Validity of Consumer Wearable Photoplethysmography-Based Measurements: Scoping Review.JMIR mHealth and uHealth · 2026Article
- Measurement Reactivity to Hip-Worn Accelerometry Among Adolescent Females: A Concurrent Wear Approach.Measurement in physical education and exercise science · 2026Article
- Heart rate synchrony as a marker of real-world social engagement.PNAS nexus · 2026Article
- Modeling heart rate (HR) dynamics to reconstruct missing HR data in trail running.BMC sports science, medicine & rehabilitation · 2026Article
- Agreement Between Consumer and Research-Grade Physical Activity Monitors in a Public Health Intervention for Adolescent Latinas.International journal of environmental research and public health · 2025Article
- Evaluation of the clinical value of heart rate variability in predicting vasovagal syncope.Frontiers in cardiovascular medicine · 2025Article
- Changes in heart rate variability induced by E-sports activities.Frontiers in physiology · 2025Article
- Predicting sleep based on physical activity, light exposure, and Heart rate variability data using wearable devices.Annals of medicine · 2024Article
- Sleeping for One Week on a Temperature-Controlled Mattress Cover Improves Sleep and Cardiovascular Recovery.Bioengineering (Basel, Switzerland) · 2024Article
- Personalized Deep Learning for Substance Use in Hawaii: Protocol for a Passive Sensing and Ecological Momentary Assessment Study.JMIR research protocols · 2024Article
- Identifying barriers and facilitators for using a smartwatch to monitor health among older adults.Educational gerontology · 2024Article
- Heart Rate Variability Measurement through a Smart Wearable Device: Another Breakthrough for Personal Health Monitoring?International journal of environmental research and public health · 2023Review
- The Future of Stress Management: Integration of Smartwatches and HRV Technology.Sensors (Basel, Switzerland) · 2023Review
- Applying machine learning to consumer wearable data for the early detection of complications after pediatric appendectomy.NPJ digital medicine · 2023Article
- A Narrative Review of Commercial Platforms Offering Tracking of Heart Rate Variability in Corporate Employees to Detect and Manage Stress.Journal of cardiovascular development and disease · 2023Article
- Are Activity Wrist-Worn Devices Accurate for Determining Heart Rate during Intense Exercise?Bioengineering (Basel, Switzerland) · 2023Article
- Sulforaphane as a potential modifier of calorie-induced inflammation: a double-blind, placebo-controlled, crossover trial.Frontiers in nutrition · 2023Article
- Effects of a self-care educational program via telerehabilitation on quality of life and caregiver burden in amyotrophic lateral sclerosis: a single-blinded randomized clinical trial protocol.Frontiers in psychology · 2023Article
- Quantifying Cognitive Workload Using a Non-Contact Magnetocardiography (MCG) Wearable Sensor.Sensors (Basel, Switzerland) · 2022Article
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
Remote monitoring platforms based on advanced health sensors have the potential to become important tools during the COVID-19 pandemic, supporting the reduction in risks for affected populations such as the elderly. Current commercially available wearable devices still have limitations to deal with heart rate variability (HRV), an important health indicator of human aging. This study analyzes the role of a remote monitoring system designed to support health services to older people during the complete course of the COVID-19 pandemic in Brazil, since its beginning in Brazil in March 2020 until November 2021, based on HRV. Using different levels of analysis and data, we validated HRV parameters by comparing them with reference sensors and tools in HRV measurements. We compared the results obtained for the cardiac modulation data in time domain using samples of 10 elderly people's HRV data from Fitbit Inspire HR with the results provided by Kubios for the same population using a cardiac belt, with the data divided into train and test, where 75% of the data were used for training the models, with the remaining 25% as a test set for evaluating the final performance of the models. The results show that there is very little difference between the results obtained by the remote monitoring system compared with Kubios, indicating that the data obtained from these devices might provide accurate results in evaluating HRV in comparison with gold standard devices. We conclude that the application of the methods and techniques used and reported in this study are useful for the creation and validation of HRV indicators in time series obtained by means of wearable devices based on photoplethysmography sensors; therefore, they can be incorporated into remote monitoring processes as seen during the pandemic.
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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.