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Power failure: why small sample size undermines the reliability of neuroscience.

机译:电源故障:为什么小样本量会破坏神经科学的可靠性。

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摘要

A study with low statistical power has a reduced chance of detecting a true effect, but it is less well appreciated that low power also reduces the likelihood that a statistically significant result reflects a true effect. Here, we show that the average statistical power of studies in the neurosciences is very low. The consequences of this include overestimates of effect size and low reproducibility of results. There are also ethical dimensions to this problem, as unreliable research is inefficient and wasteful. Improving reproducibility in neuroscience is a key priority and requires attention to well-established but often ignored methodological principles.
机译:具有低统计功效的研究降低检测到真实效果的机会,但是人们不太了解低功效也降低了具有统计学意义的结果反映真实效果的可能性。在这里,我们表明神经科学研究的平均统计能力非常低。这样的后果包括过高估计了效应大小和结果的低可重复性。这个问题也有道德层面,因为不可靠的研究是低效和浪费的。改善神经科学的可重复性是一个关键的优先事项,需要注意建立良好但经常被忽视的方法论原则。

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