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Investigating sources of inaccuracy in wearable optical heart rate sensors

As wearable technologies are being increasingly used for clinical research and healthcare, it is critical to understand their accuracy and determine how measurement errors may affect research conclusions and impact healthcare decision-making. Accuracy of wearable technologies has been a hotly debate...

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Autores principales: Bent, Brinnae, Goldstein, Benjamin A., Kibbe, Warren A., Dunn, Jessilyn P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7010823/
https://www.ncbi.nlm.nih.gov/pubmed/32047863
http://dx.doi.org/10.1038/s41746-020-0226-6
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author Bent, Brinnae
Goldstein, Benjamin A.
Kibbe, Warren A.
Dunn, Jessilyn P.
author_facet Bent, Brinnae
Goldstein, Benjamin A.
Kibbe, Warren A.
Dunn, Jessilyn P.
author_sort Bent, Brinnae
collection PubMed
description As wearable technologies are being increasingly used for clinical research and healthcare, it is critical to understand their accuracy and determine how measurement errors may affect research conclusions and impact healthcare decision-making. Accuracy of wearable technologies has been a hotly debated topic in both the research and popular science literature. Currently, wearable technology companies are responsible for assessing and reporting the accuracy of their products, but little information about the evaluation method is made publicly available. Heart rate measurements from wearables are derived from photoplethysmography (PPG), an optical method for measuring changes in blood volume under the skin. Potential inaccuracies in PPG stem from three major areas, includes (1) diverse skin types, (2) motion artifacts, and (3) signal crossover. To date, no study has systematically explored the accuracy of wearables across the full range of skin tones. Here, we explored heart rate and PPG data from consumer- and research-grade wearables under multiple circumstances to test whether and to what extent these inaccuracies exist. We saw no statistically significant difference in accuracy across skin tones, but we saw significant differences between devices, and between activity types, notably, that absolute error during activity was, on average, 30% higher than during rest. Our conclusions indicate that different wearables are all reasonably accurate at resting and prolonged elevated heart rate, but that differences exist between devices in responding to changes in activity. This has implications for researchers, clinicians, and consumers in drawing study conclusions, combining study results, and making health-related decisions using these devices.
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spelling pubmed-70108232020-02-11 Investigating sources of inaccuracy in wearable optical heart rate sensors Bent, Brinnae Goldstein, Benjamin A. Kibbe, Warren A. Dunn, Jessilyn P. NPJ Digit Med Article As wearable technologies are being increasingly used for clinical research and healthcare, it is critical to understand their accuracy and determine how measurement errors may affect research conclusions and impact healthcare decision-making. Accuracy of wearable technologies has been a hotly debated topic in both the research and popular science literature. Currently, wearable technology companies are responsible for assessing and reporting the accuracy of their products, but little information about the evaluation method is made publicly available. Heart rate measurements from wearables are derived from photoplethysmography (PPG), an optical method for measuring changes in blood volume under the skin. Potential inaccuracies in PPG stem from three major areas, includes (1) diverse skin types, (2) motion artifacts, and (3) signal crossover. To date, no study has systematically explored the accuracy of wearables across the full range of skin tones. Here, we explored heart rate and PPG data from consumer- and research-grade wearables under multiple circumstances to test whether and to what extent these inaccuracies exist. We saw no statistically significant difference in accuracy across skin tones, but we saw significant differences between devices, and between activity types, notably, that absolute error during activity was, on average, 30% higher than during rest. Our conclusions indicate that different wearables are all reasonably accurate at resting and prolonged elevated heart rate, but that differences exist between devices in responding to changes in activity. This has implications for researchers, clinicians, and consumers in drawing study conclusions, combining study results, and making health-related decisions using these devices. Nature Publishing Group UK 2020-02-10 /pmc/articles/PMC7010823/ /pubmed/32047863 http://dx.doi.org/10.1038/s41746-020-0226-6 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Bent, Brinnae
Goldstein, Benjamin A.
Kibbe, Warren A.
Dunn, Jessilyn P.
Investigating sources of inaccuracy in wearable optical heart rate sensors
title Investigating sources of inaccuracy in wearable optical heart rate sensors
title_full Investigating sources of inaccuracy in wearable optical heart rate sensors
title_fullStr Investigating sources of inaccuracy in wearable optical heart rate sensors
title_full_unstemmed Investigating sources of inaccuracy in wearable optical heart rate sensors
title_short Investigating sources of inaccuracy in wearable optical heart rate sensors
title_sort investigating sources of inaccuracy in wearable optical heart rate sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7010823/
https://www.ncbi.nlm.nih.gov/pubmed/32047863
http://dx.doi.org/10.1038/s41746-020-0226-6
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