AATS Quality Gateway
AQG is a modern registry that uses a machine learning algorithm with real-time risk adjustment to better improve patient care for cardiothoracic surgeons.
Risk Calculator
The Risk Calculator is a specialized tool for predicting patient-specific risks for cardiac surgery based on advanced machine learning models and comprehensive clinical data from the AATS Quality Gateway program.
View the Risk Calculator21st Century Risk Algorithm
Development of American Association for Thoracic Surgery Quality Gateway outcome models, analytics, and visualizations for quality assurance, Journal of Thoracic and Cardiovascular Surgery, Hemant Ishwaran, PhD, and Eugene H. Blackstone, MD (March 2025)
Read moreAATS Quality Gateway; A surgeon case study of its application in adult cardiac surgery for quality assurance
Journal of Thoracic and Cardiovascular Surgery, Eugene H. Blackstone, MD, Linda DiPaola, BA, Benjamin P. Kramer, DO, MS, Hemant Ishwaran, PhD, Lars G. Svensson, MD, PhD (March 2025)
AQG BY THE NUMBERS
Number of Patients: 63,977
Number of Cases: 64,871
Active Sites: 22
AATS Quality Gateway Sites

Join the AQG
The AQG Adult Cardiac Registry was launched in May 2025 and is currently available for purchase.
The AQG Thoracic Registry was launched for pilot testing in April 2025 and will be ready for all institutions to utilize in early 2026. If you would like to learn more about the Thoracic pilot, please contact us. There are incentives for early participation.