Department of Epidemiology and Biostatistics, School of Public Health-Bloomington, Indiana University, Bloomington, IN 47405, USA.
Center for Aging and Population Health, Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15213, USA.
Sensors (Basel). 2019 May 6;19(9):2095. doi: 10.3390/s19092095.
Wearable accelerometers have recently become a standalone tool for the objective assessment of physical activity (PA). In free-living studies, accelerometers are placed by protocol on a pre-defined body location (e.g., non-dominant wrist). However, the protocol is not always followed, e.g., the sensor can be moved between wrists or reattached in a different orientation. Such protocol violations often result in PA miscalculation. We propose an approach, PLOE ("Placement, Location and Orientation Evaluation method"), to determine the sensor position using statistical features from the raw accelerometer measurements. We compare the estimated position with the study protocol and identify discrepancies. We apply PLOE to the measurements collected from 45 older adults who wore ActiGraph GT3X+ accelerometers on the left and right wrist for seven days. We found that 15.6% of participants who wore accelerometers violated the protocol for one or more days. The sensors were worn on the wrong hand during 6.9% of the days of simultaneous wearing of devices. During the periods of discrepancies, the daily PA was miscalculated by more than 20%. Our findings show that correct placement of the device has a significant effect on the PA estimates. These results demonstrate a need for the evaluation of sensor position.
可穿戴加速度计最近已成为客观评估身体活动 (PA) 的独立工具。在自由生活研究中,根据协议将加速度计放置在预定义的身体位置(例如,非优势手腕)上。然而,协议并不总是遵循,例如,传感器可以在手腕之间移动或重新以不同的方向附着。这种违反协议的行为通常会导致 PA 计算错误。我们提出了一种方法,即 PLOE(“放置、位置和方向评估方法”),使用原始加速度计测量的统计特征来确定传感器的位置。我们将估计的位置与研究协议进行比较,并识别差异。我们将 PLOE 应用于 45 名佩戴 ActiGraph GT3X+加速度计的老年人的测量值,这些老年人在左右手腕上佩戴了七天。我们发现,15.6%的参与者在一天或多天违反了协议。在同时佩戴设备的 6.9%的日子里,传感器戴在了错误的手上。在差异期间,每日 PA 被错误计算超过 20%。我们的研究结果表明,设备的正确放置对 PA 估计有重大影响。这些结果表明需要评估传感器位置。