Blinding is a technique used to prevent bias in controlled trials. Single-blind trials blind participants, while double-blind trials blind both participants and researchers. Placebos are inactive substances given to the control group to mimic the treatment, ensuring that the psychological effects of receiving a treatment do not influence the results.