可穿戴医疗设备无袖带血压测量误差建模

X. Xiang, Carmen C. Y. Poon, Yuan-ting Zhang
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引用次数: 7

摘要

美国医疗器械进步协会(AAMI)和英国高血压学会(BHS)分别制定了两个广泛使用的标准来验证传统的袖带式血压装置。据报道,虽然这两个标准都适用于大多数BP设备,但它们并不是在所有情况下都适用。以前尝试将测量误差建模为高斯分布,但无法解释这种现象。本研究的结果表明,一般的t分布与以往文献报道的血压测量误差和我们的临床实验中收集的误差更吻合。此外,由t分布模型导出的AAMI精度标准与BHS分级体系的理论映射更能反映一些设备能通过BHS标准而不能通过AAMI标准的实际情况。基于这种映射关系,我们发现现有的标准对于误差分布接近高斯分布的设备效果良好,但对于实验中使用的新开发的可穿戴式BP测量设备可能不适用,因为该设备的误差服从t分布,自由度较小。建议在标准中引入一种同时考虑极端误差概率和绝对值的统计度量,以便更好地评价这种可穿戴式无袖套血压测量装置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling of the Cuffless Blood Pressure Measurement Errors for the Evaluation of a Wearable Medical Device
The two widely used standards for validating the conventional cuff-based BP devices are those set up by the American Association for the Advancement of Medical Instrumentation (AAMI) and the British Hypertension Society (BHS) respectively. It was reported that although both standards work well for most BP devices, they do not agree with each other in all circumstances. Previous attempts to model the measurement errors as Gaussian could not explain the phenomena. Results of this study indicate that the general t distribution fits better to the BP measurement errors reported in previous literatures and collected from our clinical experiments. Furthermore, the theoretical mapping of the AAMI accuracy criteria and BHS grading system derived from the t distribution model can better reflect the real situations, where some devices can pass the BHS criteria but fail that of the AAMI. Based on this mapping relationship, it is found that current standards work well for devices with error distribution close to Gaussian but they may not be suitable for the newly developed wearable BP measuring devices used in the experiment, where the errors followed a t distribution with a smaller degree of freedom. It is suggested that a statistical measure that takes into account both the probability and the absolute value of the extreme errors could be introduced into the standard in order to better evaluate this kind of wearable, cuffless BP measuring devices.
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