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Establishing cut-points for physical activity classification using triaxial accelerometer in middle-aged recreational marathoners

机译:使用三轴加速度计为中年休闲马拉松运动员建立身体活动分类的切入点

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摘要

The purpose of this study was to establish GENEA (Gravity Estimator of Normal Everyday Activity) cut-points for discriminating between six relative-intensity activity levels in middle-aged recreational marathoners. Nighty-eight (83 males and 15 females) recreational marathoners, aged 30–45 years, completed a cardiopulmonary exercise test running on a treadmill while wearing a GENEA accelerometer on their non-dominant wrist. The breath-by-breath V̇O2 data was also collected for criterion measure of physical activity categories (sedentary, light, moderate, vigorous, very vigorous and extremely vigorous). GENEA cut-points for physical activity classification was performed via Receiver Operating Characteristic (ROC) analysis. Spearman’s correlation test was applied to determine the relationship between estimated and measured intensity classifications. Statistical analysis were done for all individuals, and separating samples by sex. The GENEA cut-points established were able to distinguish between all six-relative intensity levels with an excellent classification accuracy (area under the ROC curve (AUC) values between 0.886 and 0.973) for all samples. When samples were separated by sex, AUC values were 0.881–0.973 and 0.924–0.968 for males and females, respectively. The total variance in energy expenditure explained by GENEA accelerometer data was 78.50% for all samples, 78.14% for males, and 83.17% for females. In conclusion, the wrist-worn GENEA accelerometer presents a high capacity of classifying the intensity of physical activity in middle-aged recreational marathoners when examining all samples together, as well as when sample set was separated by sex. This study suggests that the triaxial GENEA accelerometers (worn on the non-dominant wrist) can be used to predict energy expenditure for running activities.
机译:这项研究的目的是建立GENEA(正常日常活动重力估计)临界点,以区分中年休闲马拉松运动员的六个相对强度活动水平。年龄在30-45岁之间的八十岁女睡运动员(83例男性和15例女性)在跑步机上完成了心肺运动测试,同时在非惯用手腕上佩戴了GENEA加速度计。还收集了基于呼吸的V̇O2数据,以标准方法测量身体活动类别(中度,轻度,中度,剧烈,非常剧烈和非常剧烈)。通过接受者工作特征(ROC)分析执行了针对运动活动分类的GENEA临界点。 Spearman的相关性检验用于确定估计强度等级和测量强度等级之间的关系。对所有个体进行统计分析,并按性别分离样本。建立的GENEA临界点能够区分所有六个相对强度水平,并且所有样品均具有出色的分类精度(ROC曲线下面积(AUC)值介于0.886和0.973之间)。当按性别分开样本时,男性和女性的AUC值分别为0.881–0.973和0.924–0.968。 GENEA加速度计数据解释的所有能源消耗总方差为:所有样品为78.50%,男性为78.14%,女性为83.17%。总而言之,腕带式GENEA加速度计在对所有样本进行一起检查以及按性别分开样本时具有很高的分类能力,可以对中年休闲马拉松运动员的身体活动强度进行分类。这项研究表明,三轴GENEA加速度计(戴在不占优势​​的手腕上)可用于预测跑步活动的能量消耗。

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