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Combining global positioning system and accelerometer data to determine the locations of physical activity in children

机译:结合全球定位系统和加速度计数据来确定儿童身体活动的位置

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National trends indicate that children and adolescents are not achieving sufficient levels of physical activity. Combining global positioning system (GPS) technology with accelerometers has the potential to provide an objective determination in locations where youth engage in physical activity. The aim of this study was to identify the optimal methods for collecting combined accelerometer and GPS data in youth, to best locate where children spend time and are physically active. A convenience sample of 24 mid-school children in Massachusetts was included. Accelerometers and GPS units were used to quantify and locate childhood physical activity over 5 weekdays and 2 weekend days. Accelerometer and GPS data were joined by time and mapped with a geographical information system (GIS) using ArcGIS software. Data were collected in winter, spring, summer in 2009-2010, collecting a total of 26,406 matched datapoints overall. Matched data yield was low (19.1% total), regardless of season (winter, 12.8%; spring, 30.1%; summer, 14.3%). Teacher-provided, pre-charged equipment yielded the most matched (30.1%; range: 10.1-52.3%) and greatest average days (6.1 days) of data. Across all seasons, children spent most of their time at home. Outdoor use patterns appeared to vary by season, with street use increasing in spring, and park and playground use increasing in summer. Children spent equal amounts of physical activity time at home and walking in the streets. Overall, the various methods for combining GPS and accelerometer data provided similarly low amounts of combined data. No combined GPS and accelerometer data collection method proved superior in every data return category, but use of GIS to map joined accelerometer and GPS data can demarcate childhood physical activity locations.
机译:国家趋势表明,儿童和青少年没有达到足够的体力活动水平。将全球定位系统(GPS)技术与加速度计相结合,有可能在年轻人从事体育活动的地点提供客观的判定。这项研究的目的是确定青年时期收集加速度计和GPS数据的最佳方法,以最佳地定位儿童度过的时间和身体活动的地方。纳入了马萨诸塞州24名中学生的便利样本。加速度计和GPS单位用于量化和定位5个工作日和2个周末的儿童体力活动。加速度计和GPS数据按时间合并,并使用ArcGIS软件与地理信息系统(GIS)进行映射。在2009-2010年的冬季,春季,夏季收集了数据,总共收集了26,406个匹配的数据点。无论季节如何(冬季为12.8%;春季为30.1%;夏季为14.3%),匹配数据的收率都很低(总计19.1%)。由教师提供的预充电设备产生的数据最匹配(30.1%;范围:10.1-52.3%)和最大平均天数(6.1天)。在所有季节中,孩子们大部分时间都在家里度过。户外使用模式似乎随季节而变化,春季使用街道使用增加,夏季使用公园和游乐场使用增加。孩子们在家里和在街上散步花费的运动时间相同。总体而言,用于组合GPS和加速度计数据的各种方法提供了类似的少量组合数据。在每种数据返回类别中,没有一种结合使用GPS和加速度计的数据收集方法被证明是优越的,但是使用GIS绘制联合的加速度计和GPS数据的地图可以划定儿童的体育活动位置。

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