This is a correction notice for a scoping review on the psychology of athletic tapering. The correction fixes numerical errors in the reported participant demographics (total participants, athlete/coach breakdown, and gender distribution) and updates the corresponding Table 2. The corrected data show 1588 total participants (1548 athletes, 40 coaches), with 66% male and 31% female athletes, and 70% male and 15% female coaches.