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Term sets: A transparent and reproducible representation of clinical code sets
Richard Williams1,2, Benjamin Brown1,2,3, Evan Kontopantelis2
1Greater Manchester Patient Safety Translational Research Centre, University of Manchester, Manchester, United Kingdom.
Introducing term sets, a novel approach to clinical code sets, enhancing research reproducibility and data reusability. Term sets offer a FAIR-aligned alternative for electronic healthcare data analysis.
Area of Science:
- Health Informatics
- Biomedical Research Methodology
Background:
- Clinical code sets are crucial for research with electronic healthcare data.
- Current methods for creating code sets limit research reproducibility and adherence to FAIR principles.
Purpose of the Study:
- To introduce 'term sets' as a FAIR-aligned alternative to traditional code sets.
- To demonstrate the utility and benefits of term sets for research transparency and reusability.
Main Methods:
- Described a new code set representation using natural language inclusion and exclusion terms (term sets).
- Formally proved the equivalence between code sets and term sets.
- Demonstrated utility by converting published code sets into term sets.
Main Results:
- Thirty-one code sets were converted into term sets.
- Term sets were, on average, 74% the size of their original code sets.
- Identified deficiencies in original code sets when four term sets were larger.
Conclusions:
- Term sets concisely represent any code set, improving research examination and reuse.
- Term sets enhance research reproducibility, resist terminology changes, and are less error-prone.
- Open-source software is available to support researchers using term sets.
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