All data were collected from publicly accessible channels. Usernames were anonymized, and no personal identifying information was retained. The study adheres to the Association of Internet Researchers’ (AoIR) ethical guidelines.

where V = number of views, E = average emotional rating (self‑reported), T = time since publication (days). Preliminary calculations on DDVGN posts yield , markedly above the platform average of 3.4 .