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Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability
Commercial off-the shelf (COTS) wearable devices continue development at unprecedented rates. An unfortunate consequence of their rapid commercialization is the lack of independent, third-party accuracy verification for reported physiological metrics of interest, such as heart rate (HR) and heart ra...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7956986/ https://www.ncbi.nlm.nih.gov/pubmed/33733234 http://dx.doi.org/10.3389/fspor.2021.585870 |
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author | Stone, Jason D. Ulman, Hana K. Tran, Kaylee Thompson, Andrew G. Halter, Manuel D. Ramadan, Jad H. Stephenson, Mark Finomore, Victor S. Galster, Scott M. Rezai, Ali R. Hagen, Joshua A. |
author_facet | Stone, Jason D. Ulman, Hana K. Tran, Kaylee Thompson, Andrew G. Halter, Manuel D. Ramadan, Jad H. Stephenson, Mark Finomore, Victor S. Galster, Scott M. Rezai, Ali R. Hagen, Joshua A. |
author_sort | Stone, Jason D. |
collection | PubMed |
description | Commercial off-the shelf (COTS) wearable devices continue development at unprecedented rates. An unfortunate consequence of their rapid commercialization is the lack of independent, third-party accuracy verification for reported physiological metrics of interest, such as heart rate (HR) and heart rate variability (HRV). To address these shortcomings, the present study examined the accuracy of seven COTS devices in assessing resting-state HR and root mean square of successive differences (rMSSD). Five healthy young adults generated 148 total trials, each of which compared COTS devices against a validation standard, multi-lead electrocardiogram (mECG). All devices accurately reported mean HR, according to absolute percent error summary statistics, although the highest mean absolute percent error (MAPE) was observed for CameraHRV (17.26%). The next highest MAPE for HR was nearly 15% less (HRV4Training, 2.34%). When measuring rMSSD, MAPE was again the highest for CameraHRV [112.36%, concordance correlation coefficient (CCC): 0.04], while the lowest MAPEs observed were from HRV4Training (4.10%; CCC: 0.98) and OURA (6.84%; CCC: 0.91). Our findings support extant literature that exposes varying degrees of veracity among COTS devices. To thoroughly address questionable claims from manufacturers, elucidate the accuracy of data parameters, and maximize the real-world applicative value of emerging devices, future research must continually evaluate COTS devices. |
format | Online Article Text |
id | pubmed-7956986 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-79569862021-03-16 Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability Stone, Jason D. Ulman, Hana K. Tran, Kaylee Thompson, Andrew G. Halter, Manuel D. Ramadan, Jad H. Stephenson, Mark Finomore, Victor S. Galster, Scott M. Rezai, Ali R. Hagen, Joshua A. Front Sports Act Living Sports and Active Living Commercial off-the shelf (COTS) wearable devices continue development at unprecedented rates. An unfortunate consequence of their rapid commercialization is the lack of independent, third-party accuracy verification for reported physiological metrics of interest, such as heart rate (HR) and heart rate variability (HRV). To address these shortcomings, the present study examined the accuracy of seven COTS devices in assessing resting-state HR and root mean square of successive differences (rMSSD). Five healthy young adults generated 148 total trials, each of which compared COTS devices against a validation standard, multi-lead electrocardiogram (mECG). All devices accurately reported mean HR, according to absolute percent error summary statistics, although the highest mean absolute percent error (MAPE) was observed for CameraHRV (17.26%). The next highest MAPE for HR was nearly 15% less (HRV4Training, 2.34%). When measuring rMSSD, MAPE was again the highest for CameraHRV [112.36%, concordance correlation coefficient (CCC): 0.04], while the lowest MAPEs observed were from HRV4Training (4.10%; CCC: 0.98) and OURA (6.84%; CCC: 0.91). Our findings support extant literature that exposes varying degrees of veracity among COTS devices. To thoroughly address questionable claims from manufacturers, elucidate the accuracy of data parameters, and maximize the real-world applicative value of emerging devices, future research must continually evaluate COTS devices. Frontiers Media S.A. 2021-03-01 /pmc/articles/PMC7956986/ /pubmed/33733234 http://dx.doi.org/10.3389/fspor.2021.585870 Text en Copyright © 2021 Stone, Ulman, Tran, Thompson, Halter, Ramadan, Stephenson, Finomore, Galster, Rezai and Hagen. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Sports and Active Living Stone, Jason D. Ulman, Hana K. Tran, Kaylee Thompson, Andrew G. Halter, Manuel D. Ramadan, Jad H. Stephenson, Mark Finomore, Victor S. Galster, Scott M. Rezai, Ali R. Hagen, Joshua A. Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability |
title | Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability |
title_full | Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability |
title_fullStr | Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability |
title_full_unstemmed | Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability |
title_short | Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability |
title_sort | assessing the accuracy of popular commercial technologies that measure resting heart rate and heart rate variability |
topic | Sports and Active Living |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7956986/ https://www.ncbi.nlm.nih.gov/pubmed/33733234 http://dx.doi.org/10.3389/fspor.2021.585870 |
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