What is silent-mode (shadow) validation in clinical AI deployment?

Silent-mode or shadow validation involves running an AI model alongside real clinical workflows in real-time but without the model’s outputs influencing clinical decisions. This prospective validation step is essential before active deployment, as it tests performance on live patient data in the real clinical context while maintaining patient safety. It bridges internal validation and active deployment.