**Shadow mode** (Months 12--14): The ML models ran in parallel with the production rule-based system but did not surface predictions to clinicians. This allowed the team to monitor model behavior on live data without risk. - **Limited rollout** (Months 14--16): The hybrid system was deployed to 12 p