# A rule-based semantic approach for data integration, standardization and dimensionality reduction utilizing the UMLS: Application to predicting bariatric surgery outcomes

> Research article (Computers in Biology and Medicine, 2019) · cited 18× · AI/ML

**Wikidata**: [openalex:W2912690449](https://www.wikidata.org/wiki/openalex:W2912690449)  
**Source**: https://4ort.xyz/entity/a-rule-based-semantic-approach-for-data-integration-standardization-and-dimensionality-reduction-utilizing-the-umls-appl