The RECOVERY trial employs a randomized controlled trial (RCT) design, considered the gold standard in clinical research. Patients are randomly assigned to receive either a standard of care or one of the treatments being tested. This minimizes bias and allows for a direct comparison of outcomes across different treatment groups.