Iverson Geoffrey J, Lee Michael D, Wagenmakers Eric-Jan
University of California, Irvine, California, USA.
Psychon Bull Rev. 2009 Apr;16(2):424-9. doi: 10.3758/PBR.16.2.424.
The probability of "replication," P(rep), has been proposed as a means of identifying replicable and reliable effects in the psychological sciences. We conduct a basic test of P(rep) that reveals that it misestimates the true probability of replication, especially for small effects. We show how these general problems with P(rep) play out in practice, when it is applied to predict the replicability of observed effects over a series of experiments. Our results show that, over any plausible series of experiments, the true probabilities of replication will be very different from those predicted by P(rep). We discuss some basic problems in the formulation of P(rep) that are responsible for its poor performance, and conclude that P(rep) is not a useful statistic for psychological science.
“重复验证”概率P(rep)已被提议作为一种在心理学领域识别可重复且可靠效应的方法。我们对P(rep)进行了一项基础测试,结果表明它会错误估计重复验证的真实概率,尤其是对于微小效应而言。我们展示了P(rep)的这些普遍问题在实际应用中是如何体现的,即当它被用于预测一系列实验中观察到的效应的可重复性时。我们的结果表明,在任何合理的一系列实验中,重复验证的真实概率将与P(rep)所预测的概率大不相同。我们讨论了P(rep)公式中导致其表现不佳的一些基本问题,并得出结论:P(rep)对心理学而言并非一个有用的统计量。