Global Alliance for Improved Nutrition, Washington, DC, United States of America.
CEREG, University of Yaounde II, Yaounde, Cameroon.
PLoS One. 2020 Oct 20;15(10):e0240159. doi: 10.1371/journal.pone.0240159. eCollection 2020.
Replication is an important tool to promote high quality research and ensure policy makers can rely on studies in making guidelines or funding programs. By ensuring influential studies are replicable we provide assurance that the policies based on these studies are well-founded and the conclusions and recommendations are robust-to different estimation models or different choices. In this paper, we argue that replication is not only useful but necessary to ensure that an author's choice in how to analyse data is not the only factor that determines whether an intervention is effective or not. We also show that while most research is done well and provides robust results, small differences can lead to different interpretations and these differences need to be acknowledged. This special issue highlights 5 such replication studies, which are replications of influential studies on biomedical, social, behavioural and structural interventions for HIV prevention and treatment. We reflect on their findings. Four out of five studies, which conduct push button replication and pure replication, were able to reproduce the results of the original studies with minor differences, mainly due to minor typographical errors or rounding differences. The analysis of the measurement and estimation analyses conducted in these five studies reveals that the original results are not very robust to alternative analytical approaches, especially when these results rely on a small number of observations. In these cases, the original results are weakened. Furthermore, in contrast to the original papers, two of the five included replication studies conducted a theory of change analysis-to explore how or why the interventions work (or do not) not just whether the intervention works or not. These two analyses indicate that the estimated impacts of the interventions are drawn from few mediators. In addition, they demonstrate that, in some cases, a lack of effect may be related to lack of adequate exposure to the intervention rather than inefficacy of the intervention per se. However, overall, the included replication studies show that the results presented in the original papers are trustworthy and robust, especially when based on larger sample sizes. Replication studies can not only verify the results of a study, they can also provide additional insights on the published results, such as how and why an intervention was effective or less effective than expected. They can thus be a tool to inform the research community and/ or policymakers about whether and how interventions could be adopted, which need to be tested further, and which should be discontinued because of their ineffectiveness. Thus, publishing these replication studies in peer-reviewed journals makes the work public and publicized. The work advances knowledge, and publication should be encouraged, as it is for other types of research.
复制是一种重要的工具,可以促进高质量的研究,并确保政策制定者可以依靠研究来制定准则或资助计划。通过确保有影响力的研究具有可复制性,我们可以保证基于这些研究的政策是有充分依据的,并且结论和建议是稳健的——不会受到不同的估计模型或不同的选择的影响。在本文中,我们认为复制不仅是有用的,而且是必要的,以确保作者在如何分析数据方面的选择不是决定干预措施是否有效的唯一因素。我们还表明,尽管大多数研究都做得很好,并提供了可靠的结果,但微小的差异也可能导致不同的解释,这些差异需要得到承认。本期特刊重点介绍了 5 项这样的复制研究,这些研究是对生物医学、社会、行为和结构干预措施进行艾滋病毒预防和治疗的有影响力的研究的复制。我们对这些研究的发现进行了反思。在这五项研究中,有四项进行了按钮式复制和纯复制,能够复制原始研究的结果,只有微小的差异,主要是由于微小的打字错误或舍入差异。对这五项研究中进行的测量和估计分析的分析表明,原始结果在替代分析方法下并不是非常稳健,尤其是当这些结果依赖于少数观察值时。在这些情况下,原始结果会减弱。此外,与原始论文相比,这五项研究中有两项进行了变革理论分析,以探索干预措施是如何或为什么起作用的(或不起作用),而不仅仅是干预措施是否起作用。这两项分析表明,干预措施的估计影响来自少数中介。此外,它们表明,在某些情况下,缺乏效果可能与对干预措施的接触不足有关,而不是干预措施本身的无效。然而,总的来说,所包括的复制研究表明,原始论文中呈现的结果是值得信赖和稳健的,尤其是当基于更大的样本量时。复制研究不仅可以验证研究的结果,还可以为已发表的结果提供额外的见解,例如干预措施是如何以及为何有效或效果不如预期。因此,将这些复制研究发表在同行评议的期刊上,可以使研究工作公开化和宣传化。这些工作可以推进知识的发展,应该鼓励发表,就像其他类型的研究一样。