# Machine Learning Applied to Registry Data: Development of a Patient-Specific Prediction Model for Blood Transfusion Requirements During Craniofacial Surgery Using the Pediatric Craniofacial Perioperative Registry Dataset

> Research article (Anesthesia & Analgesia, 2020) · cited 46× · AI/ML

**Wikidata**: [openalex:W3039135985](https://www.wikidata.org/wiki/openalex:W3039135985)  
**Source**: https://4ort.xyz/entity/machine-learning-applied-to-registry-data-development-of-a-patient-specific-prediction-model-for-blood-transfusion-requi