动态数据可视化以增强科学项目整个生命周期的洞察力和沟通

IF 15.6 1区 心理学 Q1 PSYCHOLOGY
Kristina Wiebels, David Moreau
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引用次数: 0

摘要

在科学传播中,数字通常呈现为静态显示。这通常阻碍了对基础数据的积极探索,例如,衡量特定数据点或特定分析选择的影响。然而,现代数据可视化工具,从动画情节到交互式笔记本和反应性网络应用程序,允许心理学家以动态和透明的方式分享和展示他们的发现。在本教程中,我们使用R语言中的示例和插图(假设有R的基本知识)介绍了一些最近的发展,以将交互性和动画构建到科学交流和出版物中。特别地,我们讨论了何时以及如何构建动态图形,并逐步地使用可重复的代码,这些代码可以轻松地扩展到读者自己的项目中。我们说明了互动性和动画如何促进整个项目生命周期的洞察力和沟通——从团队中的初始交流和讨论到同行评审和最终发布——并提供了一些有效使用动态可视化的建议。最后,我们反思了科学出版模式目前是如何演变的,并考虑了这种转变可能给数据可视化带来的挑战和机遇。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic Data Visualizations to Enhance Insight and Communication Across the Life Cycle of a Scientific Project
In scientific communication, figures are typically rendered as static displays. This often prevents active exploration of the underlying data, for example, to gauge the influence of particular data points or of particular analytic choices. Yet modern data-visualization tools, from animated plots to interactive notebooks and reactive web applications, allow psychologists to share and present their findings in dynamic and transparent ways. In this tutorial, we present a number of recent developments to build interactivity and animations into scientific communication and publications using examples and illustrations in the R language (basic knowledge of R is assumed). In particular, we discuss when and how to build dynamic figures, with step-by-step reproducible code that can easily be extended to the reader’s own projects. We illustrate how interactivity and animations can facilitate insight and communication across a project life cycle—from initial exchanges and discussions in a team to peer review and final publication—and provide a number of recommendations to use dynamic visualizations effectively. We close with a reflection on how the scientific-publishing model is currently evolving and consider the challenges and opportunities this shift might bring for data visualization.
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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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