Trigger tools can identify patient results that may represent adverse events in an automated manner. This study determined potential triggers for adverse events in the emergency department setting. The final 8-item trigger tool identified through an iterative validation process had a sensitivity close to 80% and specificity around 60%, in line with trigger tools in other settings.