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Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults

Wrist-worn activity trackers have experienced a tremendous growth lately and studies on the accuracy of mainstream trackers used by older adults are needed. This study explores the performance of six trackers (Fitbit Charge2, Garmin VivoSmart HR+, Philips Health Watch, Withings Pulse Ox, ActiGraph G...

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Autores principales: Tedesco, Salvatore, Sica, Marco, Ancillao, Andrea, Timmons, Suzanne, Barton, John, O’Flynn, Brendan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6529154/
https://www.ncbi.nlm.nih.gov/pubmed/31112585
http://dx.doi.org/10.1371/journal.pone.0216891
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author Tedesco, Salvatore
Sica, Marco
Ancillao, Andrea
Timmons, Suzanne
Barton, John
O’Flynn, Brendan
author_facet Tedesco, Salvatore
Sica, Marco
Ancillao, Andrea
Timmons, Suzanne
Barton, John
O’Flynn, Brendan
author_sort Tedesco, Salvatore
collection PubMed
description Wrist-worn activity trackers have experienced a tremendous growth lately and studies on the accuracy of mainstream trackers used by older adults are needed. This study explores the performance of six trackers (Fitbit Charge2, Garmin VivoSmart HR+, Philips Health Watch, Withings Pulse Ox, ActiGraph GT9X-BT, Omron HJ-72OITC) for estimating: steps, travelled distance, and heart-rate measurements for a cohort of older adults. Eighteen older adults completed a structured protocol involving walking tasks, simulated household activities, and sedentary activities. Less standardized activities were also included, such as: dusting, using a walking aid, or playing cards, in order to simulate real-life scenarios. Wrist-mounted and chest/waist-mounted devices were used. Gold-standards included treadmill, ECG-based chest strap, direct observation or video recording according to the activity and parameter. Every tracker showed a decreasing accuracy with slower walking speed, which resulted in a significant step under-counting. A large mean absolute percentage error (MAPE) was found for every monitor at slower walking speeds with the lowest reported MAPE at 2 km/h being 7.78%, increasing to 20.88% at 1.5 km/h, and 44.53% at 1 km/h. During household activities, the MAPE climbing up/down-stairs ranged from 8.38–19.3% and 10.06–19.01% (dominant and non-dominant arm), respectively. Waist-worn devices showed a more uniform performance. However, unstructured activities (e.g. dusting, playing cards), and using a walking aid represent a challenge for all wrist-worn trackers as evidenced by large MAPE (> 57.66% for dusting, > 67.32% when using a walking aid). Poor performance in travelled distance estimation was also evident during walking at low speeds and climbing up/down-stairs (MAPE > 71.44% and > 48.3%, respectively). Regarding heart-rate measurement, there was no significant difference (p-values > 0.05) in accuracy between trackers placed on the dominant or non-dominant arm. Concordant with existing literature, while the mean error was limited (between -3.57 bpm and 4.21 bpm), a single heart-rate measurement could be underestimated up to 30 beats-per-minute. This study showed a number of limitations of consumer-level wrist-based activity trackers for older adults. Therefore caution is required when used, in healthcare or in research settings, to measure activity in older adults.
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spelling pubmed-65291542019-05-31 Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults Tedesco, Salvatore Sica, Marco Ancillao, Andrea Timmons, Suzanne Barton, John O’Flynn, Brendan PLoS One Research Article Wrist-worn activity trackers have experienced a tremendous growth lately and studies on the accuracy of mainstream trackers used by older adults are needed. This study explores the performance of six trackers (Fitbit Charge2, Garmin VivoSmart HR+, Philips Health Watch, Withings Pulse Ox, ActiGraph GT9X-BT, Omron HJ-72OITC) for estimating: steps, travelled distance, and heart-rate measurements for a cohort of older adults. Eighteen older adults completed a structured protocol involving walking tasks, simulated household activities, and sedentary activities. Less standardized activities were also included, such as: dusting, using a walking aid, or playing cards, in order to simulate real-life scenarios. Wrist-mounted and chest/waist-mounted devices were used. Gold-standards included treadmill, ECG-based chest strap, direct observation or video recording according to the activity and parameter. Every tracker showed a decreasing accuracy with slower walking speed, which resulted in a significant step under-counting. A large mean absolute percentage error (MAPE) was found for every monitor at slower walking speeds with the lowest reported MAPE at 2 km/h being 7.78%, increasing to 20.88% at 1.5 km/h, and 44.53% at 1 km/h. During household activities, the MAPE climbing up/down-stairs ranged from 8.38–19.3% and 10.06–19.01% (dominant and non-dominant arm), respectively. Waist-worn devices showed a more uniform performance. However, unstructured activities (e.g. dusting, playing cards), and using a walking aid represent a challenge for all wrist-worn trackers as evidenced by large MAPE (> 57.66% for dusting, > 67.32% when using a walking aid). Poor performance in travelled distance estimation was also evident during walking at low speeds and climbing up/down-stairs (MAPE > 71.44% and > 48.3%, respectively). Regarding heart-rate measurement, there was no significant difference (p-values > 0.05) in accuracy between trackers placed on the dominant or non-dominant arm. Concordant with existing literature, while the mean error was limited (between -3.57 bpm and 4.21 bpm), a single heart-rate measurement could be underestimated up to 30 beats-per-minute. This study showed a number of limitations of consumer-level wrist-based activity trackers for older adults. Therefore caution is required when used, in healthcare or in research settings, to measure activity in older adults. Public Library of Science 2019-05-21 /pmc/articles/PMC6529154/ /pubmed/31112585 http://dx.doi.org/10.1371/journal.pone.0216891 Text en © 2019 Tedesco et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Tedesco, Salvatore
Sica, Marco
Ancillao, Andrea
Timmons, Suzanne
Barton, John
O’Flynn, Brendan
Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
title Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
title_full Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
title_fullStr Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
title_full_unstemmed Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
title_short Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
title_sort accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6529154/
https://www.ncbi.nlm.nih.gov/pubmed/31112585
http://dx.doi.org/10.1371/journal.pone.0216891
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