# A whirl of radiomics-based biomarkers in cancer immunotherapy, why is large scale validation still lacking?

> Research article (npj Precision Oncology, 2024) · cited 20× · AI/ML

**Wikidata**: [openalex:W4391998734](https://www.wikidata.org/wiki/openalex:W4391998734)  
**Source**: https://4ort.xyz/entity/a-whirl-of-radiomics-based-biomarkers-in-cancer-immunotherapy-why-is-large-scale-validation-still-lacking