Encouraging reusability of computational research through Data-to-Knowledge Packages - A hydrological use case.

Open research Europe Pub Date : 2025-09-22 eCollection Date: 2025-01-01 DOI:10.12688/openreseurope.20221.3
Markus Konkol, Astra Labuce, Sami Domisch, Merret Buurman, Vanessa Bremerich
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引用次数: 0

Abstract

The growing demand for reproducible research is based on the expectation that publishing research in this form will enable its reuse and the generation of new knowledge. However, reproducibility alone does not guarantee these benefits. Users still need to make considerable efforts to understand the data and analysis code before they can reuse these components in other contexts. To address this challenge, we introduce the Data-to-Knowledge Package (D2K-Package), a collection of research materials including source code and open FAIR data, virtual labs, web API services, and computational workflows. The D2K-Package's core is the reproducible basis composed of the data and source code on which an analysis is based. This core is designed such that the other components can be derived from it. The main goal of the package is to help researchers generate new knowledge by facilitating the understanding and encouraging the reuse of reproducible research. We demonstrate the applicability of the D2K-Package with a hydrological use case which can be also used for testing, and discuss its seamless integration into the research cycle.

Abstract Image

Abstract Image

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通过数据到知识包鼓励计算研究的可重用性——一个水文用例。
对可重复研究的日益增长的需求是基于这样一种期望,即以这种形式发表研究将使其能够重复使用和产生新知识。然而,单凭可重复性并不能保证这些好处。在其他上下文中重用这些组件之前,用户仍然需要付出相当大的努力来理解数据和分析代码。为了应对这一挑战,我们推出了数据到知识包(D2K-Package),这是一个研究材料的集合,包括源代码和开放的FAIR数据、虚拟实验室、web API服务和计算工作流程。d2k包的核心是由分析所依据的数据和源代码组成的可再现基础。这个核心的设计使得其他组件可以从它派生出来。该软件包的主要目标是通过促进理解和鼓励可重复研究的重用来帮助研究人员产生新知识。我们通过一个水文用例展示了d2k包的适用性,该用例也可用于测试,并讨论了其与研究周期的无缝集成。
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