The primary purpose of a double-blind study in research is to eliminate biases in experimental results. In such studies, neither the participants nor the researchers know who is receiving the treatment or the placebo, which helps ensure impartiality and validity. This design enhances the reliability of the data collected and is crucial in clinical trials where the effects of new medications or interventions are being evaluated.