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Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep
PURPOSE: Previous studies have found that many commercial wearable devices can accurately track sleep-wake patterns in laboratory or home settings. However, nearly all previous studies tested devices under conditions with fixed time in bed (TIB) and during nighttime sleep episodes only. Despite its...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10075216/ https://www.ncbi.nlm.nih.gov/pubmed/37032817 http://dx.doi.org/10.2147/NSS.S395732 |
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author | Chinoy, Evan D Cuellar, Joseph A Jameson, Jason T Markwald, Rachel R |
author_facet | Chinoy, Evan D Cuellar, Joseph A Jameson, Jason T Markwald, Rachel R |
author_sort | Chinoy, Evan D |
collection | PubMed |
description | PURPOSE: Previous studies have found that many commercial wearable devices can accurately track sleep-wake patterns in laboratory or home settings. However, nearly all previous studies tested devices under conditions with fixed time in bed (TIB) and during nighttime sleep episodes only. Despite its relevance to shift workers and others with irregular sleep schedules, it is largely unknown how devices track daytime sleep. Therefore, we tested the sleep-tracking performance of four commercial wearable devices during unrestricted home daytime sleep. PARTICIPANTS AND METHODS: Participants were 16 healthy young adults (6 men, 10 women; 26.6 ± 4.6 years, mean ± SD) with habitual daytime sleep schedules. Participants slept at home for 1 week under unrestricted conditions (ie, self-selecting TIB) using a set of four commercial wearable devices and completed reference sleep logs. Wearables included the Fatigue Science ReadiBand, Fitbit Inspire HR, Oura Ring, and Polar Vantage V Titan. Daytime sleep episode TIB biases and frequencies of missed and false-positive daytime sleep episodes were examined. RESULTS: TIB bias was low in general for all devices on most daytime sleep episodes, but some exhibited large biases (eg, >1 h). Total missed daytime sleep episodes were as follows: Fatigue Science: 3.6%; Fitbit: 4.8%; Oura: 6.0%; Polar: 37.3%. Missed episodes occurred most often when TIB was short (eg, naps <4 h). CONCLUSION: When daytime sleep episodes were recorded, the devices generally exhibited similar performance for tracking TIB (ie, most episodes had low bias). However, the devices failed to detect some daytime episodes, which occurred most often when TIB was short, but varied across devices (especially Polar, which missed over one-third of episodes). Findings suggest that accurate daytime sleep tracking is largely achievable with commercial wearable devices. However, performance differences for missed recordings suggest that some devices vary in reliability (especially for naps), but improvements could likely be made with changes to algorithm sensitivities. |
format | Online Article Text |
id | pubmed-10075216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-100752162023-04-06 Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep Chinoy, Evan D Cuellar, Joseph A Jameson, Jason T Markwald, Rachel R Nat Sci Sleep Original Research PURPOSE: Previous studies have found that many commercial wearable devices can accurately track sleep-wake patterns in laboratory or home settings. However, nearly all previous studies tested devices under conditions with fixed time in bed (TIB) and during nighttime sleep episodes only. Despite its relevance to shift workers and others with irregular sleep schedules, it is largely unknown how devices track daytime sleep. Therefore, we tested the sleep-tracking performance of four commercial wearable devices during unrestricted home daytime sleep. PARTICIPANTS AND METHODS: Participants were 16 healthy young adults (6 men, 10 women; 26.6 ± 4.6 years, mean ± SD) with habitual daytime sleep schedules. Participants slept at home for 1 week under unrestricted conditions (ie, self-selecting TIB) using a set of four commercial wearable devices and completed reference sleep logs. Wearables included the Fatigue Science ReadiBand, Fitbit Inspire HR, Oura Ring, and Polar Vantage V Titan. Daytime sleep episode TIB biases and frequencies of missed and false-positive daytime sleep episodes were examined. RESULTS: TIB bias was low in general for all devices on most daytime sleep episodes, but some exhibited large biases (eg, >1 h). Total missed daytime sleep episodes were as follows: Fatigue Science: 3.6%; Fitbit: 4.8%; Oura: 6.0%; Polar: 37.3%. Missed episodes occurred most often when TIB was short (eg, naps <4 h). CONCLUSION: When daytime sleep episodes were recorded, the devices generally exhibited similar performance for tracking TIB (ie, most episodes had low bias). However, the devices failed to detect some daytime episodes, which occurred most often when TIB was short, but varied across devices (especially Polar, which missed over one-third of episodes). Findings suggest that accurate daytime sleep tracking is largely achievable with commercial wearable devices. However, performance differences for missed recordings suggest that some devices vary in reliability (especially for naps), but improvements could likely be made with changes to algorithm sensitivities. Dove 2023-04-01 /pmc/articles/PMC10075216/ /pubmed/37032817 http://dx.doi.org/10.2147/NSS.S395732 Text en © 2023 Chinoy et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Chinoy, Evan D Cuellar, Joseph A Jameson, Jason T Markwald, Rachel R Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep |
title | Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep |
title_full | Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep |
title_fullStr | Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep |
title_full_unstemmed | Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep |
title_short | Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep |
title_sort | daytime sleep-tracking performance of four commercial wearable devices during unrestricted home sleep |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10075216/ https://www.ncbi.nlm.nih.gov/pubmed/37032817 http://dx.doi.org/10.2147/NSS.S395732 |
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