# Personalized Surgical Transfusion Risk Prediction Using Machine Learning to Guide Preoperative Type and Screen Orders

> Research article (Anesthesiology, 2022) · cited 45× · AI/ML

**Wikidata**: [openalex:W4211087433](https://www.wikidata.org/wiki/openalex:W4211087433)  
**Source**: https://4ort.xyz/entity/personalized-surgical-transfusion-risk-prediction-using-machine-learning-to-guide-preoperative-type-and-screen-orders