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利用田口损失函数改进血糖仪误差网格

Improving the Glucose Meter Error Grid With the Taguchi Loss Function.

作者信息

Krouwer Jan S

机构信息

Krouwer Consulting, Sherborn, MA, USA

出版信息

J Diabetes Sci Technol. 2016 Jun 28;10(4):967-70. doi: 10.1177/1932296815624713. Print 2016 Jul.

Abstract

Glucose meters often have similar performance when compared by error grid analysis. This is one reason that other statistics such as mean absolute relative deviation (MARD) are used to further differentiate performance. The problem with MARD is that too much information is lost. But additional information is available within the A zone of an error grid by using the Taguchi loss function. Applying the Taguchi loss function gives each glucose meter difference from reference a value ranging from 0 (no error) to 1 (error reaches the A zone limit). Values are averaged over all data which provides an indication of risk of an incorrect medical decision. This allows one to differentiate glucose meter performance for the common case where meters have a high percentage of values in the A zone and no values beyond the B zone. Examples are provided using simulated data.

摘要

通过误差网格分析比较时,血糖仪的性能通常相似。这就是使用诸如平均绝对相对偏差(MARD)等其他统计数据来进一步区分性能的原因之一。MARD的问题在于会丢失过多信息。但是,通过使用田口损失函数,可以在误差网格的A区内获得额外信息。应用田口损失函数会得出每个血糖仪与参考值的差异,其值范围从0(无误差)到1(误差达到A区极限)。对所有数据求平均值,可提供错误医疗决策风险的指示。这使得在血糖仪在A区内有高百分比的值且没有值超出B区的常见情况下,能够区分血糖仪的性能。使用模拟数据给出了示例。

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本文引用的文献

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The surveillance error grid.监测误差网格。
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Wrong thinking about glucose standards.
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