Circuit courts of appeals are the intermediate appellate courts in the federal court system, which review decisions made by district courts and administrative agencies. They play a crucial role in interpreting federal law and ensuring uniformity in legal rulings across different jurisdictions, making them essential to the functioning of the judicial system.