An exploratory investigation of some statistical summaries of oximeter oxygen saturation data from preterm babies.

ISRN pediatrics Pub Date : 2011-01-01 Epub Date: 2011-04-26 DOI:10.5402/2011/296418
Dominic S Lee, Marina Zahari, Glynn Russell, Brian A Darlow, Carl J Scarrott, Marco Reale
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引用次数: 5

Abstract

Aim. To explore the potential usefulness of the mean, standard deviation (SD), and coefficient of variation (CV = SD/mean) of oximeter oxygen saturations in the clinical care of preterm babies. Methods. This was an exploratory investigation involving 31 preterm babies at 36 weeks postmenstrual age. All babies were healthy, but two were considered to be clinically unstable and required greater attention. Each baby's oxygen saturations were recorded using an oximeter and summarized by the mean, SD, and CV. The potential usefulness of each measure was assessed by its ability to distinguish the two unstable babies from the others. This was achieved using box plots and hierarchical clustering together with the Calinski-Harabasz (CH) index to quantify clustering performance (higher CH index indicates stronger clustering outcome). Results. The box plots flagged both unstable babies as outliers and none of the other babies. Successful clustering of the stable and unstable babies was achieved using the CV (CH = 72.8) and SD (CH = 63.3) but not with the mean. Conclusion. Taking the box plots and clustering results together, it seems plausible that variability might be more effective than mean level for detecting instability in oxygen saturation in preterm babies and that the combination of variability and level through the CV might be even better.

Abstract Image

Abstract Image

早产儿血氧仪血氧饱和度数据统计摘要的探索性研究。
的目标。探讨血氧计血氧饱和度的均值、标准差(SD)和变异系数(CV = SD/均值)在早产儿临床护理中的潜在应用价值。方法。这是一项涉及31名经后36周早产儿的探索性调查。所有的婴儿都是健康的,但有两个被认为临床上不稳定,需要更多的关注。使用血氧计记录每个婴儿的血氧饱和度,并总结平均值、标准差和CV。每一种测量方法的潜在用途都是通过它区分两个不稳定婴儿的能力来评估的。这是通过使用箱形图和分层聚类以及Calinski-Harabasz (CH)指数来量化聚类性能(CH指数越高表明聚类结果越强)来实现的。结果。箱形图将两个不稳定的婴儿标记为异常值,而其他婴儿没有标记为异常值。使用CV (CH = 72.8)和SD (CH = 63.3)可以成功地对稳定和不稳定婴儿进行聚类,但不能使用平均值。结论。将箱形图和聚类结果结合起来,变异性可能比平均水平更有效地检测早产儿血氧饱和度的不稳定性,并且通过CV将变异性和水平结合起来可能更好。
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