Accuracy in Wrist-Worn, Sensor-Based Measurements of Heart Rate and Energy Expenditure in a Diverse Cohort

被引:356
|
作者
Shcherbina, Anna [1 ]
Mattsson, C. Mikael [1 ,2 ]
Waggott, Daryl [1 ,3 ]
Salisbury, Heidi [3 ]
Christle, Jeffrey W. [1 ]
Hastie, Trevor [4 ,5 ]
Wheeler, Matthew T. [1 ,3 ]
Ashley, Euan A. [1 ,3 ,5 ]
机构
[1] Stanford Univ, Dept Med, Div Cardiovasc Med, Stanford, CA 94305 USA
[2] Swedish Sch Sport & Hlth Sci, Astrand Lab Work Physiol, S-11433 Stockholm, Sweden
[3] Stanford Univ, Div Cardiovasc Med, Ctr Inherited Cardiovasc Dis, Stanford, CA 94305 USA
[4] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
[5] Stanford Univ, Dept Biomed Data Sci, Falk Cardiovasc Res Bldg,870 Quarry Rd, Stanford, CA 94305 USA
来源
JOURNAL OF PERSONALIZED MEDICINE | 2017年 / 7卷 / 02期
关键词
mobile health; heart rate; energy expenditure; validation; fitness trackers; activity monitors;
D O I
10.3390/jpm7020003
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
The ability to measure physical activity through wrist-worn devices provides an opportunity for cardiovascular medicine. However, the accuracy of commercial devices is largely unknown. The aim of this work is to assess the accuracy of seven commercially available wrist-worn devices in estimating heart rate (HR) and energy expenditure (EE) and to propose a wearable sensor evaluation framework. We evaluated the Apple Watch, Basis Peak, Fitbit Surge, Microsoft Band, Mio Alpha 2, PulseOn, and Samsung Gear S2. Participants wore devices while being simultaneously assessed with continuous telemetry and indirect calorimetry while sitting, walking, running, and cycling. Sixty volunteers (29 male, 31 female, age 38 +/- 11 years) of diverse age, height, weight, skin tone, and fitness level were selected. Error in HR and EE was computed for each subject/device/activity combination. Devices reported the lowest error for cycling and the highest for walking. Device error was higher for males, greater body mass index, darker skin tone, and walking. Six of the devices achieved a median error for HR below 5% during cycling. No device achieved an error in EE below 20 percent. The Apple Watch achieved the lowest overall error in both HR and EE, while the Samsung Gear S2 reported the highest. In conclusion, most wrist-worn devices adequately measure HR in laboratory-based activities, but poorly estimate EE, suggesting caution in the use of EE measurements as part of health improvement programs. We propose reference standards for the validation of consumer health devices (http://precision.stanford.edu/).
引用
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页数:12
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