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ENCORE: a practical implementation to improve reproducibility and transparency of computational research.
Antoine H C van Kampen1,2,3,4, Utkarsh Mahamune5,6,7, Aldo Jongejan5,6
1Amsterdam UMC, University of Amsterdam, Bioinformatics Laboratory, Epidemiology and Data Science, Meibergdreef 9, Amsterdam, Netherlands. a.h.vankampen@amsterdamumc.nl.
ENCORE enhances computational research reproducibility by standardizing project structure and documentation. Its adoption is hindered by a lack of researcher incentives for reproducibility efforts.
Area of Science:
- Computational Science
- Research Methodology
Background:
- Computational research reproducibility is a persistent challenge.
- Existing guidelines are difficult to translate into practical applications.
Purpose of the Study:
- To present ENCORE, a novel approach for enhancing transparency and reproducibility in computational projects.
- To provide a standardized framework for structuring and documenting research.
Main Methods:
- ENCORE integrates project components into a standardized file system.
- Utilizes pre-defined documentation templates and GitHub for versioning.
- Includes an HTML-based navigator for accessibility.
Main Results:
- ENCORE is designed to be agnostic to project type, data, programming language, and infrastructure.
- Demonstrates a practical method for improving research transparency.
- Identified lack of incentives as the primary barrier to adoption.
Conclusions:
- ENCORE offers a robust solution for improving computational research reproducibility.
- Addressing researcher incentives is crucial for the widespread adoption of reproducibility frameworks.
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