My primary research interest is in Surgical Data Science. I use machine learning for time series data to improve outcomes in surgery and surgical training, based on sensor information collected in the operating room or simulation environment. Due to the diversity in patients and the cost of adverse outcomes, I advocate for the incorporation of domain knowledge into machine learning for surgery. My work facilitates real-time decision support in the operating room, performance assessment and coaching, and increased surgical efficiency.
