新一代 Apple Watch 在脊髓损伤轮椅使用者活动测量中的测量性能评估。
Measurement Performance of Activity Measurements with Newer Generation of Apple Watch in Wheelchair Users with Spinal Cord Injury.
机构信息
Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany.
Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany.
出版信息
Methods Inf Med. 2021 Dec;60(S 02):e103-e110. doi: 10.1055/s-0041-1740236. Epub 2021 Dec 2.
BACKGROUND
The level of physical activity (PA) of people with spinal cord injury (SCI) has an impact on long-term complications. Currently, PA is mostly assessed by interviews. Wearable activity trackers are promising tools to objectively measure PA under everyday conditions. The only off-the-shelf, wearable activity tracker with specific measures for wheelchair users is the Apple Watch.
OBJECTIVES
This study analyzes the measurement performance of Apple Watch Series 4 for wheelchair users and compares it with an earlier generation of the device.
METHODS
Fifteen participants with subacute SCI during their first in-patient phase followed a test course using their wheelchair. The number of wheelchair pushes was counted manually by visual inspection and with the Apple Watch. Difference between the Apple Watch and the rater was analyzed with mean absolute percent error (MAPE) and a Bland-Altman plot. To compare the measurement error of Series 4 and an older generation of the device a -test was calculated using data for Series 1 from a former study.
RESULTS
The average of differences was 12.33 pushes ( = 15), whereas participants pushed the wheelchair 138.4 times on average (range 86-271 pushes). The range of difference and the Bland-Altman plot indicate an overestimation by Apple Watch. MAPE is 9.20% and the -test, testing for an effect of Series 4 on the percentage of error compared with Series 1, was significant with < 0.05.
CONCLUSION
Series 4 shows a significant improvement in measurement performance compared with Series 1. Series 4 can be considered as a promising data source to capture the number of wheelchair pushes on even grounds. Future research should analyze the long-term measurement performance during everyday conditions of Series 4.
背景
脊髓损伤(SCI)患者的身体活动(PA)水平对长期并发症有影响。目前,PA 主要通过访谈进行评估。可穿戴活动追踪器是一种很有前途的工具,可以在日常情况下客观地测量 PA。唯一一款针对轮椅使用者的现成可穿戴活动追踪器是 Apple Watch。
目的
本研究分析了 Apple Watch Series 4 对轮椅使用者的测量性能,并将其与早期版本进行了比较。
方法
15 名亚急性 SCI 患者在住院期间的第一阶段完成了使用轮椅的测试过程。轮椅推动次数通过目视检查和 Apple Watch 进行手动计数。通过平均绝对百分比误差(MAPE)和 Bland-Altman 图分析 Apple Watch 和评估者之间的差异。为了比较 Series 4 和早期版本的测量误差,使用来自之前研究的 Series 1 的数据计算了一个 -检验。
结果
平均差异为 12.33 次推动(=15),而参与者平均推动轮椅 138.4 次(范围 86-271 次推动)。差异范围和 Bland-Altman 图表明 Apple Watch 存在高估。MAPE 为 9.20%,-检验用于测试与 Series 1 相比,Series 4 对误差百分比的影响,结果具有统计学意义(<0.05)。
结论
与 Series 1 相比,Series 4 显示出测量性能的显著改善。Series 4 可以被认为是一种有前途的数据来源,可以公平地捕捉轮椅推动次数。未来的研究应分析 Series 4 在日常情况下的长期测量性能。