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Updated: Jan 15, 2026

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Author Spotlight: Biological Standardization to Ensure Reproducibility and Harmonization in Research
Published on: August 4, 2023
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Research Code Sharing in Support of Gold Standard Science.
David C Klonoff1,2, Juan Espinoza3, Julia K Mader1,4
1Journal of Diabetes Science and Technology, Burlingame, CA, USA.
Journal of Diabetes Science and Technology
|January 14, 2026
Summary
Sharing research code openly enhances scientific transparency and reproducibility. Open access repositories improve research verification, collaboration, and researcher visibility, aligning with Gold Standard Science principles.
Area of Science:
- Scientific research practices
- Open science initiatives
- Reproducibility in medicine
Background:
- Open access code sharing aligns with NIH's Gold Standard Science (GSS), FAIR, and TRUST principles.
- Reproducibility and transparency are crucial for scientific integrity and validation.
Purpose of the Study:
- To highlight the benefits of sharing research code in open access, version-controlled repositories.
- To emphasize how code sharing supports scientific transparency, reproducibility, and collaboration.
Main Methods:
- Focuses on the practice of depositing versioned, environment-specific code releases in companion repositories.
- Advocates for pairing code releases with cited data snapshots in research articles.
Main Results:
- Open code sharing enhances scientific reproducibility by allowing direct verification of results by readers and reviewers.
- Facilitates collaborative innovation by enabling extension of code to new datasets and applications.
- Increases researcher visibility, credibility, and citation impact, fostering trust and collaboration.
Conclusions:
- Openly sharing research code is integral to Gold Standard Science, promoting transparency and trust.
- Code sharing enhances the scientific ecosystem by improving reproducibility and fostering collaboration.
- Researchers benefit from increased recognition and opportunities through transparent code sharing practices.
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