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Improving the Accuracy and Efficiency of Respiratory Rate Measurements in Children Using Mobile Devices

机译:使用移动设备提高儿童呼吸频率测量的准确性和效率

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摘要

The recommended method for measuring respiratory rate (RR) is counting breaths for 60 s using a timer. This method is not efficient in a busy clinical setting. There is an urgent need for a robust, low-cost method that can help front-line health care workers to measure RR quickly and accurately. Our aim was to develop a more efficient RR assessment method. RR was estimated by measuring the median time interval between breaths obtained from tapping on the touch screen of a mobile device. The estimation was continuously validated by measuring consistency (% deviation from the median) of each interval. Data from 30 subjects estimating RR from 10 standard videos with a mobile phone application were collected. A sensitivity analysis and an optimization experiment were performed to verify that a RR could be obtained in less than 60 s; that the accuracy improves when more taps are included into the calculation; and that accuracy improves when inconsistent taps are excluded. The sensitivity analysis showed that excluding inconsistent tapping and increasing the number of tap intervals improved the RR estimation. Efficiency (time to complete measurement) was significantly improved compared to traditional methods that require counting for 60 s. There was a trade-off between accuracy and efficiency. The most balanced optimization result provided a mean efficiency of 9.9 s and a normalized root mean square error of 5.6%, corresponding to 2.2 breaths/min at a respiratory rate of 40 breaths/min. The obtained 6-fold increase in mean efficiency combined with a clinically acceptable error makes this approach a viable solution for further clinical testing. The sensitivity analysis illustrating the trade-off between accuracy and efficiency will be a useful tool to define a target product profile for any novel RR estimation device.
机译:建议的测量呼吸频率(RR)的方法是使用计时器对呼吸进行计数60 s。此方法在繁忙的临床环境中效率不高。迫切需要一种可靠,低成本的方法,该方法可以帮助一线医疗保健工作者快速准确地测量RR。我们的目标是开发一种更有效的RR评估方法。通过测量在移动设备的触摸屏上敲击所获得的两次呼吸之间的中值时间间隔来估算RR。通过测量每个时间间隔的一致性(与中位数的百分比偏差)来连续验证该估计。收集了来自30个对象的数据,这些对象使用手机应用程序从10个标准视频中估计了RR。进行了敏感性分析和优化实验,以验证可以在不到60 s的时间内获得RR。当计算中包括更多的抽头时,精度会提高;当排除不一致的分接头时,精度会提高。灵敏度分析表明,排除不一致的分接和增加分接间隔的数量可以改善RR估计。与需要计数60 s的传统方法相比,效率(完成测量的时间)显着提高。在准确性和效率之间进行权衡。最平衡的优化结果提供了9.9 s的平均效率和5.6%的标准化均方根误差,对应于以40次呼吸/分钟的呼吸速率进行的2.2次呼吸/分钟。获得的平均效率提高6倍,再加上临床可接受的误差,使得该方法成为进一步临床测试的可行解决方案。说明灵敏度和效率之间折衷的灵敏度分析将是定义任何新型RR估算设备的目标产品资料的有用工具。

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