# Pretrained transformers applied to clinical studies improve predictions of treatment efficacy and associated biomarkers

> Research article (Nature Communications, 2025) · cited 21× · AI/ML

**Wikidata**: [openalex:W4408071852](https://www.wikidata.org/wiki/openalex:W4408071852)  
**Source**: https://4ort.xyz/entity/pretrained-transformers-applied-to-clinical-studies-improve-predictions-of-treatment-efficacy-and-associated-biomarkers