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康复研究中的集中趋势度量:它们是什么意思?

Measures of central tendency in rehabilitation research: what do they mean?

作者信息

Gonzales V A, Ottenbacher K J

机构信息

School of Allied Health Sciences, University of Texas Medical Branch at Galveston, 77555-1028, USA.

出版信息

Am J Phys Med Rehabil. 2001 Feb;80(2):141-6. doi: 10.1097/00002060-200102000-00014.

Abstract

Measures of central tendency including the mean, median, and mode are commonly reported in rehabilitation research. It is believed that the relationship among the mean, median, and mode changes in a specific way when the distribution being analyzed is skewed. A number of widely used textbooks were reviewed to determine how the relationship among the mean, median, and mode is presented in the health sciences and rehabilitation literature. We report a potential misinterpretation of the relationship between measures of central tendency that was identified in several research and statistical textbooks on the subject of rehabilitation. The misinterpretation involves measures of central tendency derived from skewed unimodal sample distributions. The reviewed textbooks state or imply that in asymmetrical distributions, the median is always located between the mode and mean. An example is presented illustrating the fallacy of this assumption. The mean and median will always be to the right of the mode in a positively skewed unimodal distribution and to the left of the mode in a negatively skewed distribution; the order of the mean and median is impossible to predict or generalize. The assumption that the median always falls between the mode and mean in the calculation of coefficients of skewness has implications for the interpretation of exploratory and confirmatory data analysis in rehabilitation research.

摘要

康复研究中通常会报告包括均值、中位数和众数在内的集中趋势度量。人们认为,当所分析的分布呈偏态时,均值、中位数和众数之间的关系会以特定方式发生变化。我们查阅了许多广泛使用的教科书,以确定健康科学和康复文献中是如何阐述均值、中位数和众数之间的关系的。我们报告了在几本关于康复主题的研究和统计教科书中发现的对集中趋势度量之间关系的一种潜在误解。这种误解涉及来自偏态单峰样本分布的集中趋势度量。被查阅的教科书指出或暗示,在不对称分布中,中位数总是位于众数和均值之间。给出了一个例子来说明这一假设的谬误。在正偏态单峰分布中,均值和中位数总是在众数的右侧,而在负偏态分布中则在众数的左侧;均值和中位数的顺序无法预测或一概而论。在计算偏度系数时,认为中位数总是落在众数和均值之间的假设对康复研究中的探索性和验证性数据分析的解释有影响。

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