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Wearables for Health and Fitness: Measurement Characteristics and Accuracy

机译:用于健康和健身的可穿戴物品:测量特性和准确性

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To date, wearable devices are increasingly widespread among different kinds of users (e.g. sport people, patients, but also young and adult people in general) to monitor physiological parameters (e.g. heart rate, skin temperature, steps and energy expenditure), depicting the subject's physical activity pattern during different activities. Nonetheless, an insufficient attention is paid to the measurement characteristics and the accuracy of these devices, which, on the contrary, are of utmost importance, especially if the wearable is used for health or fitness purposes since uncertainty affects the result itself. The aim of this work is to analyze the performances of wearable devices and the measurement procedure used to validate them with respect to gold standard instruments, such as electrocardiogram for cardiac parameters or calorimetry for energy expenditure. What clearly appears is the lack of a standard test protocol in the validation process, as well as a large variability in the expression of metrological characteristics of this class of measurement device (e.g. referring to accuracy, some authors use bias, others absolute error). Therefore, in the field of wearable devices research it would be fundamental to identify some common measurement parameters and to devise a kind of guidelines, in order to obtain repeatable and inter-comparable data that can be reliably compared.
机译:迄今为止,可穿戴设备在不同类型的用户中越来越普遍存在(例如运动人,患者,也是一般的年轻人),以监测生理参数(例如心率,皮肤温度,步骤和能源消耗),描绘了受试者的不同活动期间的身体活动模式。尽管如此,不充分的注意力被支付给测量特性和这些装置的准确性,相反,这是最重要的,特别是如果可穿戴物用于健康或健身目的,因为不确定性影响结果本身。这项工作的目的是分析可穿戴装置的性能和用于验证金属标准仪器的测量程序,例如心脏参数的心电图或能量消耗的热量测定。显而易见的是验证过程中缺乏标准测试协议,以及这种测量装置的计量特征表达的大变异性(例如,参考准确性,一些作者使用偏见,其他的绝对错误)。因此,在可穿戴设备的领域中,识别一些常见的测量参数并设计一种指导原则是基础,以便获得可以可靠地比较的可重复和可比性的数据。

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