Reproducibility standards for machine learning in the life sciences.
other · Level V
Where this comes from
- Record sourced from PubMed, PMID 34462593.
- Also identified by DOI 10.1038/s41592-021-01256-7 and PMC identifier 9131851.
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Abstract
To make machine learning analyses in the life sciences more computationally reproducible, we propose standards based on data, model, and code publication, programming best practices, and workflow automation. By meeting these standards, the community of researchers applying machine learning methods in the life sciences can ensure that their analyses are worthy of trust.
Medical subject headings
- Computational Biology
- Machine Learning