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HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic
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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8915092/ https://www.ncbi.nlm.nih.gov/pubmed/35271148 http://dx.doi.org/10.3390/s22052001 |
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author | Rodrigues, Eujessika Lima, Daniella Barbosa, Paulo Gonzaga, Karoline Guerra, Ricardo Oliveira Pimentel, Marcela Barbosa, Humberto Maciel, Álvaro |
author_facet | Rodrigues, Eujessika Lima, Daniella Barbosa, Paulo Gonzaga, Karoline Guerra, Ricardo Oliveira Pimentel, Marcela Barbosa, Humberto Maciel, Álvaro |
author_sort | Rodrigues, Eujessika |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8915092 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89150922022-03-12 HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic Rodrigues, Eujessika Lima, Daniella Barbosa, Paulo Gonzaga, Karoline Guerra, Ricardo Oliveira Pimentel, Marcela Barbosa, Humberto Maciel, Álvaro Sensors (Basel) Article 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. MDPI 2022-03-04 /pmc/articles/PMC8915092/ /pubmed/35271148 http://dx.doi.org/10.3390/s22052001 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Rodrigues, Eujessika Lima, Daniella Barbosa, Paulo Gonzaga, Karoline Guerra, Ricardo Oliveira Pimentel, Marcela Barbosa, Humberto Maciel, Álvaro HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic |
title | HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic |
title_full | HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic |
title_fullStr | HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic |
title_full_unstemmed | HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic |
title_short | HRV Monitoring Using Commercial Wearable Devices as a Health Indicator for Older Persons during the Pandemic |
title_sort | hrv monitoring using commercial wearable devices as a health indicator for older persons during the pandemic |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8915092/ https://www.ncbi.nlm.nih.gov/pubmed/35271148 http://dx.doi.org/10.3390/s22052001 |
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