Veterans Affairs Greater Los Angeles Healthcare System, Los Angeles, California.
Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California.
Psychophysiology. 2019 Nov;56(11):e13437. doi: 10.1111/psyp.13437. Epub 2019 Jul 19.
Methodological reporting guidelines for studies of ERPs were updated in Psychophysiology in 2014. These guidelines facilitate the communication of key methodological parameters (e.g., preprocessing steps). Failing to report key parameters represents a barrier to replication efforts, and difficulty with replicability increases in the presence of small sample sizes and low statistical power. We assessed whether guidelines are followed and estimated the average sample size and power in recent research. Reporting behavior, sample sizes, and statistical designs were coded for 150 randomly sampled articles from five high-impact journals that frequently published ERP research from 2011 to 2017. An average of 63% of guidelines were reported, and reporting behavior was similar across journals, suggesting that gaps in reporting is a shortcoming of the field rather than any specific journal. Publication of the guidelines article had no impact on reporting behavior, suggesting that editors and peer reviewers are not enforcing these recommendations. The average sample size per group was 21. Statistical power was conservatively estimated as .72-.98 for a large effect size, .35-.73 for a medium effect, and .10-.18 for a small effect. These findings indicate that failing to report key guidelines is ubiquitous and that ERP studies are primarily powered to detect large effects. Such low power and insufficient following of reporting guidelines represent substantial barriers to replication efforts. The methodological transparency and replicability of studies can be improved by the open sharing of processing code and experimental tasks and by a priori sample size calculations to ensure adequately powered studies.
2014 年,《心理生理学》更新了关于事件相关电位(ERP)研究的方法学报告指南。这些指南有助于交流关键的方法学参数(例如,预处理步骤)。未能报告关键参数是复制工作的障碍,如果样本量小且统计效力低,可重复性的难度会增加。我们评估了是否遵循了指南,并估计了最近研究中的平均样本量和效力。从五个高影响力期刊中随机抽取 150 篇论文进行报告行为、样本量和统计设计的编码,这些期刊经常发表 2011 年至 2017 年的 ERP 研究。平均有 63%的指南得到了报告,并且报告行为在期刊之间相似,这表明报告中的差距是该领域的一个缺点,而不是任何特定期刊的缺点。指南文章的发表并没有对报告行为产生影响,这表明编辑和同行评审员没有执行这些建议。每个组的平均样本量为 21。统计效力被保守估计为大效应大小为.72-.98,中效应大小为.35-.73,小效应大小为.10-.18。这些发现表明,未能报告关键指南是普遍存在的,并且 ERP 研究主要是为了检测大效应而设计的。这种低效力和对报告指南的不足遵循是复制工作的重大障碍。通过公开共享处理代码和实验任务以及进行事先的样本量计算,可以提高研究的方法学透明度和可重复性,以确保有足够效力的研究。