A Correction on Online shopping self-efficacy and emotional closeness to shopping-circle members as dual pathways: the association between product familiarity and Generation Z consumers´ willingness to disclose by Shi, M., Wang, L., Guo, M., and Chen, M. (2026). Front. Psychol 17:1851651. doi: 10.3389/fpsyg.2026.1851651 There was a mistake in Figure 2 as published. The control variable “Gender” appeared twice, the second occurrence should read “Education”. The corrected Figure 2 appears below.