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当数字无法吻合时:软心理学中随机学的实际局限

When the Numbers Do Not Add Up: The Practical Limits of Stochastologicals for Soft Psychology.

作者信息

Broers Nick J

机构信息

Department of Methodology and Statistics, Faculty of Psychology and Neuroscience, Maastricht University.

出版信息

Perspect Psychol Sci. 2021 Jul;16(4):698-706. doi: 10.1177/1745691620970557. Epub 2021 Jan 22.

Abstract

One particular weakness of psychology that was left implicit by Meehl is the fact that psychological theories tend to be verbal theories, permitting at best ordinal predictions. Such predictions do not enable the high-risk tests that would strengthen our belief in the verisimilitude of theories but instead lead to the practice of null-hypothesis significance testing, a practice Meehl believed to be a major reason for the slow theoretical progress of soft psychology. The rising popularity of meta-analysis has led some to argue that we should move away from significance testing and focus on the size and stability of effects instead. Proponents of this reform assume that a greater emphasis on quantity can help psychology to develop a cumulative body of knowledge. The crucial question in this endeavor is whether the resulting numbers really have theoretical meaning. Psychological science lacks an undisputed, preexisting domain of observations analogous to the observations in the space-time continuum in physics. It is argued that, for this reason, effect sizes do not really exist independently of the adopted research design that led to their manifestation. Consequently, they can have no bearing on the verisimilitude of a theory.

摘要

米希尔未明确指出的心理学的一个特殊弱点是,心理学理论往往是文字性理论,充其量只能进行顺序预测。这样的预测无法进行高风险测试,而高风险测试本可增强我们对理论逼真性的信念,反而导致了零假设显著性检验的做法,米希尔认为这种做法是软心理学理论进展缓慢的主要原因。元分析日益流行,这使得一些人主张我们应摒弃显著性检验,转而关注效应的大小和稳定性。这项改革的支持者认为,更加强调数量有助于心理学积累知识体系。在这一努力中,关键问题是由此得出的数字是否真的具有理论意义。心理科学缺乏一个像物理学中时空连续统中的观测那样无可争议、预先存在的观测领域。有人认为,正因如此,效应大小并非独立于导致其显现的所采用的研究设计而真正存在。因此,它们与理论的逼真性无关。

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