Laboratory comparison of consumer-grade and research-established wearables for monitoring heart rate, body temperature, and physical acitivity in sub-Saharan Africa.

IF 3.2 3区 医学 Q2 PHYSIOLOGY
Frontiers in Physiology Pub Date : 2025-02-13 eCollection Date: 2025-01-01 DOI:10.3389/fphys.2025.1491401
Stefan Mendt, Georgi Zout, Marco Rabuffetti, Hanns-Christian Gunga, Aditi Bunker, Sandra Barteit, Martina Anna Maggioni
{"title":"Laboratory comparison of consumer-grade and research-established wearables for monitoring heart rate, body temperature, and physical acitivity in sub-Saharan Africa.","authors":"Stefan Mendt, Georgi Zout, Marco Rabuffetti, Hanns-Christian Gunga, Aditi Bunker, Sandra Barteit, Martina Anna Maggioni","doi":"10.3389/fphys.2025.1491401","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Consumer-grade wearables are becoming increasingly popular in research and in clinical contexts. These technologies hold significant promise for advancing digital medicine, particularly in remote and rural areas in low-income settings like sub-Saharan Africa, where climate change is exacerbating health risks. This study evaluates the data agreement between consumer-grade and research-established devices under standardized conditions.</p><p><strong>Methods: </strong>Twenty-two participants (11 women, 11 men) performed a structured protocol, consisting of six different activity phases (sitting, standing, and the first four stages of the classic Bruce treadmill test). We collected heart rate, (core) body temperature, step count, and energy expenditure. Each variable was simultaneously tracked by consumer-grade and established research-grade devices to evaluate the validity of the consumer-grade devices. We statistically compared the data agreement using Pearson's correlation <i>r</i>, Lin's concordance correlation coefficient (LCCC), Bland-Altman method, and mean absolute percentage error.</p><p><strong>Results: </strong>A good agreement was found between the wrist-worn Withings Pulse HR (consumer-grade) and the chest-worn Faros Bittium 180 in measuring heart rate while sitting, standing, and slow walking on a treadmill at a speed of 2.7 km/h (<i>r</i> ≥ 0.82, |bias| ≤ 3.1 bpm), but this decreased with increasing speed (<i>r</i> ≤ 0.33, |bias| ≤ 11.7 bpm). The agreement between the Withing device and the research-established device worn on the wrist (GENEActiv) for measuring the number of steps also decreased during the treadmill phases (first stage: <i>r</i> = 0.48, bias = 0.6 steps/min; fourth stage: <i>r</i> = 0.48, bias = 17.3 steps/min). Energy expenditure agreement between the Withings device and the indirect calorimetry method was poor during the treadmill test (|<i>r</i>| ≤ 0.29, |bias | ≥ 1.7 MET). The Tucky thermometer under the armpit (consumer-grade) and the Tcore sensor on the forehead were found to be in poor agreement in measuring (core) body temperature during resting phases (<i>r</i> ≤ 0.53, |bias| ≥ 0.8°C) and deteriorated during the treadmill test.</p><p><strong>Conclusion: </strong>The Withings device showed adequate performance for heart rate at low activity levels and step count at higher activity levels, but had limited overall accuracy. The Tucky device showed poor agreement with the Tcore in all six different activity phases. The limited accuracy of consumer-grade devices suggests caution in their use for rigorous research, but points to their potential utility in capture general physiological trends in long-term field monitoring or population-health surveillance.</p>","PeriodicalId":12477,"journal":{"name":"Frontiers in Physiology","volume":"16 ","pages":"1491401"},"PeriodicalIF":3.2000,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11865084/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Physiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fphys.2025.1491401","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"PHYSIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Consumer-grade wearables are becoming increasingly popular in research and in clinical contexts. These technologies hold significant promise for advancing digital medicine, particularly in remote and rural areas in low-income settings like sub-Saharan Africa, where climate change is exacerbating health risks. This study evaluates the data agreement between consumer-grade and research-established devices under standardized conditions.

Methods: Twenty-two participants (11 women, 11 men) performed a structured protocol, consisting of six different activity phases (sitting, standing, and the first four stages of the classic Bruce treadmill test). We collected heart rate, (core) body temperature, step count, and energy expenditure. Each variable was simultaneously tracked by consumer-grade and established research-grade devices to evaluate the validity of the consumer-grade devices. We statistically compared the data agreement using Pearson's correlation r, Lin's concordance correlation coefficient (LCCC), Bland-Altman method, and mean absolute percentage error.

Results: A good agreement was found between the wrist-worn Withings Pulse HR (consumer-grade) and the chest-worn Faros Bittium 180 in measuring heart rate while sitting, standing, and slow walking on a treadmill at a speed of 2.7 km/h (r ≥ 0.82, |bias| ≤ 3.1 bpm), but this decreased with increasing speed (r ≤ 0.33, |bias| ≤ 11.7 bpm). The agreement between the Withing device and the research-established device worn on the wrist (GENEActiv) for measuring the number of steps also decreased during the treadmill phases (first stage: r = 0.48, bias = 0.6 steps/min; fourth stage: r = 0.48, bias = 17.3 steps/min). Energy expenditure agreement between the Withings device and the indirect calorimetry method was poor during the treadmill test (|r| ≤ 0.29, |bias | ≥ 1.7 MET). The Tucky thermometer under the armpit (consumer-grade) and the Tcore sensor on the forehead were found to be in poor agreement in measuring (core) body temperature during resting phases (r ≤ 0.53, |bias| ≥ 0.8°C) and deteriorated during the treadmill test.

Conclusion: The Withings device showed adequate performance for heart rate at low activity levels and step count at higher activity levels, but had limited overall accuracy. The Tucky device showed poor agreement with the Tcore in all six different activity phases. The limited accuracy of consumer-grade devices suggests caution in their use for rigorous research, but points to their potential utility in capture general physiological trends in long-term field monitoring or population-health surveillance.

背景:消费级可穿戴设备在研究和临床领域越来越受欢迎。这些技术在推进数字医疗方面大有可为,尤其是在撒哈拉以南非洲等低收入地区的偏远和农村地区,因为那里的气候变化正在加剧健康风险。本研究评估了在标准化条件下消费级设备与研究型设备之间的数据一致性:22 名参与者(11 名女性,11 名男性)执行了一项结构化方案,包括六个不同的活动阶段(坐姿、站姿和经典布鲁斯跑步机测试的前四个阶段)。我们收集了心率、(核心)体温、步数和能量消耗。每个变量同时由消费级设备和成熟的研究级设备进行跟踪,以评估消费级设备的有效性。我们使用皮尔逊相关系数(Pearson's correlation r)、林氏一致性相关系数(LCCC)、布兰德-阿尔特曼法和平均绝对百分比误差对数据的一致性进行了统计比较:腕戴式 Withings Pulse HR(消费级)和胸戴式 Faros Bittium 180 在跑步机上以 2.7 公里/小时的速度测量坐姿、站姿和慢走时的心率时,两者之间的一致性很好(r ≥ 0.82,|偏差| ≤ 3.1 bpm),但随着速度的增加,一致性有所下降(r ≤ 0.33,|偏差| ≤ 11.7 bpm)。在跑步机阶段,Withing 设备与研究证实的佩戴在手腕上的设备(GENEActiv)在测量步数方面的一致性也有所下降(第一阶段:r = 0.48,偏差 = 0.6 步/分钟;第四阶段:r = 0.48,偏差 = 17.3 步/分钟)。在跑步机测试期间,Withings 设备与间接热量测量法之间的能量消耗一致性较差(r≤0.29,偏差≥1.7 MET)。腋下的 Tucky 体温计(消费级)和额头上的 Tcore 传感器在静息阶段测量(核心)体温的一致性较差(r ≤ 0.53,|偏差| ≥ 0.8°C),在跑步机测试期间则有所下降:Withings设备在低活动量心率和高活动量步数方面表现出色,但总体准确性有限。在所有六个不同的活动阶段,Tucky 设备与 Tcore 的一致性都很差。消费级设备的准确性有限,建议谨慎将其用于严谨的研究,但也指出了其在长期现场监测或人群健康监测中捕捉一般生理趋势的潜在用途。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
6.50
自引率
5.00%
发文量
2608
审稿时长
14 weeks
期刊介绍: Frontiers in Physiology is a leading journal in its field, publishing rigorously peer-reviewed research on the physiology of living systems, from the subcellular and molecular domains to the intact organism, and its interaction with the environment. Field Chief Editor George E. Billman at the Ohio State University Columbus is supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信