# Applying oversampling before cross-validation will lead to high bias in radiomics

> Research article (Scientific Reports, 2024) · cited 36× · AI/ML

**Wikidata**: [openalex:W4398171328](https://www.wikidata.org/wiki/openalex:W4398171328)  
**Source**: https://4ort.xyz/entity/applying-oversampling-before-cross-validation-will-lead-to-high-bias-in-radiomics