![](https://medschool.vanderbilt.edu/msci/wp-content/uploads/sites/36/2022/06/Zapf-Matt.jpg)
Matthew A. C. Zapf, MD
Assistant Professor, Anesthesiology
Development and Validation of a Machine Learning Model to Predict Intraoperative Transfusion and Guide Type and Screen Ordering
Mentor: Robert E. Freundlich, MD, MS, MSCI