利用容器进行可重复的心理学研究

IF 15.6 1区 心理学 Q1 PSYCHOLOGY
K. Wiebels, David Moreau
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引用次数: 10

摘要

容器在计算和软件工程中越来越受欢迎,在科学研究中也越来越受关注。它们允许打包所有代码和依赖项,以确保分析在一系列操作系统和软件版本中可靠运行。尽管容器化是可复制科学的重要组成部分,但它尚未成为心理学的主流。在本教程中,我们将描述容器背后的逻辑、它们是什么以及它们可以解决的实际问题。我们以Docker和R为例,带领读者了解研究工作流程中容器化的实现。具体而言,我们描述了如何使用现有容器、构建个性化容器以及与出版物一起共享容器。我们提供了一个工作示例,其中包括为研究项目设置容器所需的所有步骤,并且可以很容易地进行调整和扩展。最后,我们讨论了大规模采用集装箱化所带来的可能性,特别是在累积、开放科学的背景下,建立一个更高效、更具包容性的研究生态系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Leveraging Containers for Reproducible Psychological Research
Containers have become increasingly popular in computing and software engineering and are gaining traction in scientific research. They allow packaging up all code and dependencies to ensure that analyses run reliably across a range of operating systems and software versions. Despite being a crucial component for reproducible science, containerization has yet to become mainstream in psychology. In this tutorial, we describe the logic behind containers, what they are, and the practical problems they can solve. We walk the reader through the implementation of containerization within a research workflow with examples using Docker and R. Specifically, we describe how to use existing containers, build personalized containers, and share containers alongside publications. We provide a worked example that includes all steps required to set up a container for a research project and can easily be adapted and extended. We conclude with a discussion of the possibilities afforded by the large-scale adoption of containerization, especially in the context of cumulative, open science, toward a more efficient and inclusive research ecosystem.
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来源期刊
CiteScore
21.20
自引率
0.70%
发文量
16
期刊介绍: In 2021, Advances in Methods and Practices in Psychological Science will undergo a transition to become an open access journal. This journal focuses on publishing innovative developments in research methods, practices, and conduct within the field of psychological science. It embraces a wide range of areas and topics and encourages the integration of methodological and analytical questions. The aim of AMPPS is to bring the latest methodological advances to researchers from various disciplines, even those who are not methodological experts. Therefore, the journal seeks submissions that are accessible to readers with different research interests and that represent the diverse research trends within the field of psychological science. The types of content that AMPPS welcomes include articles that communicate advancements in methods, practices, and metascience, as well as empirical scientific best practices. Additionally, tutorials, commentaries, and simulation studies on new techniques and research tools are encouraged. The journal also aims to publish papers that bring advances from specialized subfields to a broader audience. Lastly, AMPPS accepts Registered Replication Reports, which focus on replicating important findings from previously published studies. Overall, the transition of Advances in Methods and Practices in Psychological Science to an open access journal aims to increase accessibility and promote the dissemination of new developments in research methods and practices within the field of psychological science.
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