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在研究中使用健身追踪器和智能手表测量身体活动:消费者腕戴式可穿戴设备分析

Using Fitness Trackers and Smartwatches to Measure Physical Activity in Research: Analysis of Consumer Wrist-Worn Wearables.

作者信息

Henriksen André, Haugen Mikalsen Martin, Woldaregay Ashenafi Zebene, Muzny Miroslav, Hartvigsen Gunnar, Hopstock Laila Arnesdatter, Grimsgaard Sameline

机构信息

Department of Community Medicine, University of Tromsø - The Arctic University of Norway, Tromsø, Norway.

Department of Computer Science, University of Tromsø - The Arctic University of Norway, Tromsø, Norway.

出版信息

J Med Internet Res. 2018 Mar 22;20(3):e110. doi: 10.2196/jmir.9157.

Abstract

BACKGROUND

New fitness trackers and smartwatches are released to the consumer market every year. These devices are equipped with different sensors, algorithms, and accompanying mobile apps. With recent advances in mobile sensor technology, privately collected physical activity data can be used as an addition to existing methods for health data collection in research. Furthermore, data collected from these devices have possible applications in patient diagnostics and treatment. With an increasing number of diverse brands, there is a need for an overview of device sensor support, as well as device applicability in research projects.

OBJECTIVE

The objective of this study was to examine the availability of wrist-worn fitness wearables and analyze availability of relevant fitness sensors from 2011 to 2017. Furthermore, the study was designed to assess brand usage in research projects, compare common brands in terms of developer access to collected health data, and features to consider when deciding which brand to use in future research.

METHODS

We searched for devices and brand names in six wearable device databases. For each brand, we identified additional devices on official brand websites. The search was limited to wrist-worn fitness wearables with accelerometers, for which we mapped brand, release year, and supported sensors relevant for fitness tracking. In addition, we conducted a Medical Literature Analysis and Retrieval System Online (MEDLINE) and ClinicalTrials search to determine brand usage in research projects. Finally, we investigated developer accessibility to the health data collected by identified brands.

RESULTS

We identified 423 unique devices from 132 different brands. Forty-seven percent of brands released only one device. Introduction of new brands peaked in 2014, and the highest number of new devices was introduced in 2015. Sensor support increased every year, and in addition to the accelerometer, a photoplethysmograph, for estimating heart rate, was the most common sensor. Out of the brands currently available, the five most often used in research projects are Fitbit, Garmin, Misfit, Apple, and Polar. Fitbit is used in twice as many validation studies as any other brands and is registered in ClinicalTrials studies 10 times as often as other brands.

CONCLUSIONS

The wearable landscape is in constant change. New devices and brands are released every year, promising improved measurements and user experience. At the same time, other brands disappear from the consumer market for various reasons. Advances in device quality offer new opportunities for research. However, only a few well-established brands are frequently used in research projects, and even less are thoroughly validated.

摘要

背景

每年都有新的健身追踪器和智能手表投放消费市场。这些设备配备了不同的传感器、算法以及配套的移动应用程序。随着移动传感器技术的最新进展,私人收集的身体活动数据可作为现有研究中健康数据收集方法的补充。此外,从这些设备收集的数据在患者诊断和治疗中可能具有应用价值。随着品牌种类的不断增加,需要对设备传感器支持情况以及在研究项目中的适用性进行概述。

目的

本研究的目的是调查腕戴式健身可穿戴设备的可用性,并分析2011年至2017年相关健身传感器的可用性。此外,该研究旨在评估研究项目中的品牌使用情况,比较常见品牌在开发者获取所收集健康数据方面的情况,以及在决定未来研究使用哪个品牌时应考虑的功能。

方法

我们在六个可穿戴设备数据库中搜索设备和品牌名称。对于每个品牌,我们在官方品牌网站上识别其他设备。搜索仅限于带有加速度计的腕戴式健身可穿戴设备,我们绘制了品牌、发布年份以及与健身追踪相关的支持传感器。此外,我们进行了医学文献分析与检索系统在线(MEDLINE)和临床试验搜索,以确定研究项目中的品牌使用情况。最后,我们调查了开发者获取所识别品牌收集的健康数据的难易程度。

结果

我们从132个不同品牌中识别出423种独特的设备。47%的品牌仅发布了一款设备。新品牌的推出在2014年达到峰值,2015年推出的新设备数量最多。传感器支持逐年增加,除了加速度计外,用于估计心率的光电容积脉搏波描记器是最常见的传感器。在目前可用的品牌中,研究项目中最常使用的五个品牌是Fitbit、佳明、Misfit、苹果和博能。Fitbit在验证研究中的使用次数是其他任何品牌的两倍,在临床试验研究中的注册次数是其他品牌的10倍。

结论

可穿戴设备领域不断变化。每年都有新设备和新品牌推出,承诺提供改进的测量和用户体验。与此同时,其他品牌因各种原因从消费市场消失。设备质量的进步为研究提供了新机会。然而,只有少数知名品牌在研究项目中经常使用,经过充分验证的更少。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cc85/5887043/54126078cdea/jmir_v20i3e110_fig1.jpg

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