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一种基于 Z 分数的方法,用于比较行为和生理指标(包括认知表现、情绪和激素水平)的相对敏感性。

A Z-score based method for comparing the relative sensitivity of behavioral and physiological metrics including cognitive performance, mood, and hormone levels.

机构信息

Oak Ridge Institute for Science and Education, Belcamp, MD, United States of America.

Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, Natick, MA, United States of America.

出版信息

PLoS One. 2019 Aug 15;14(8):e0220749. doi: 10.1371/journal.pone.0220749. eCollection 2019.

Abstract

A method for assessing the relative sensitivity of research metrics is proposed and illustrated by comparing 18 outcome measures from a published study of the cognitive, mood, and hormonal effects of four different levels of stress induced by intense military training. Research on the human response to stress often assesses multiple disparate dependent measures. Selecting the most sensitive is difficult as formal methods to compare varied dependent measures have not been developed. The method first converts the outcome measures into standard scores (z-scores) and then compares them using analysis of variance to determine whether there are differences in how they assess the impact of graded levels of exposure to stress. The analysis detected various significant interactions in several measures and suggests self-report mood questionnaires were more sensitive to the stressors present in the study than the cognitive or hormonal measures which were used. These findings support the effectiveness of the z-score based method as a useful procedure for objectively evaluating the differential sensitivity of various metrics. This method could be useful for research on other independent variables when use of multiple assessment strategies is appropriate. It could be used for evaluating studies yielding conflicting results, such as those detecting effects on one parameter but not others. In such instances, cross-metric inconsistencies may be due to differential sensitivity of measurement strategies rather than actual differences in the effects of the independent-variable on the domains under investigation.

摘要

提出了一种评估研究指标相对敏感性的方法,并通过比较一项关于四种不同强度军事训练引起的认知、情绪和激素影响的已发表研究中的 18 种结果测量指标来说明该方法。 研究人类对压力的反应时,通常会评估多个不同的因变量。 由于尚未开发出比较不同因变量的正式方法,因此选择最敏感的指标很困难。 该方法首先将结果测量指标转换为标准分数(z 分数),然后使用方差分析比较它们,以确定它们是否在评估不同程度的暴露于压力的影响方面存在差异。 该分析在几个指标中检测到各种显著的相互作用,并表明与用于研究的认知或激素测量指标相比,自我报告的情绪问卷对研究中存在的压力源更敏感。 这些发现支持基于 z 分数的方法作为一种有用的程序,可用于客观评估各种指标的差异敏感性。 当使用多种评估策略是合适时,这种方法可用于其他自变量的研究。 它可用于评估产生冲突结果的研究,例如那些仅检测到一个参数的影响而未检测到其他参数的影响。 在这种情况下,跨指标的不一致可能是由于测量策略的差异敏感性,而不是独立变量对所研究领域的影响的实际差异。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3fd1/6695149/0eae51d00ad8/pone.0220749.g001.jpg

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