# Machine learning guided prediction of warfarin blood levels for personalized medicine based on clinical longitudinal data from cardiac surgery patients: a prospective observational study

> Research article (International Journal of Surgery, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4399330413](https://www.wikidata.org/wiki/openalex:W4399330413)  
**Source**: https://4ort.xyz/entity/machine-learning-guided-prediction-of-warfarin-blood-levels-for-personalized-medicine-based-on-clinical-longitudinal-dat