Suppr超能文献

关于平均反应时间和个体内反应时变异性的关系。

On the relation of mean reaction time and intraindividual reaction time variability.

机构信息

Center for Lifespan Psychology, Max Planck Institute for Human Development, Berlin, Germany.

出版信息

Psychol Aging. 2009 Dec;24(4):841-57. doi: 10.1037/a0017799.

Abstract

Researchers often statistically control for means when examining individual or age-associated differences in variances, assuming that the relation between the 2 is linear and invariant within and across individuals and age groups. We tested this assumption in the domain of working memory by applying variance-heterogeneity multilevel models to reaction times in the n-back task. Data are from the COGITO study, which comprises 101 younger and 103 older adults assessed in over 100 daily sessions. We found that relations between means and variances vary reliably across age groups and individuals, thereby contradicting the invariant linearity assumption. We argue that statistical control approaches need to be replaced by theoretical models that simultaneously estimate central tendency and dispersion of latencies and accuracies and illustrate this claim by applying the diffusion model to the same data. Finally, we note that differences in reliability between estimates for means and variances need to be considered when comparing their unique contributions to developmental outcomes.

摘要

研究人员在研究个体或年龄相关的方差差异时,通常会进行统计控制,假设两者之间的关系是线性的,并且在个体和年龄组内和之间保持不变。我们通过在 n-back 任务中的反应时间应用方差异质性多层次模型,在工作记忆领域检验了这一假设。数据来自 COGITO 研究,该研究包括 101 名年轻参与者和 103 名年长参与者,他们在 100 多次日常测试中接受了评估。我们发现,均值和方差之间的关系在年龄组和个体之间可靠地变化,从而与不变的线性假设相矛盾。我们认为,统计控制方法需要被同时估计潜伏期和准确率的集中趋势和分散度的理论模型所取代,并通过将扩散模型应用于相同的数据来说明这一观点。最后,我们注意到,在比较它们对发展结果的独特贡献时,需要考虑均值和方差估计的可靠性差异。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验