Abstract: The prevalence of short video platforms, combined with the ineffectiveness of age verification mechanisms, raises concerns about the potential harm facing children and teenagers in an algorithm-moderated online environment. We conducted multimodal feature analysis and thematic topic modeling of 4,492 short videos recommended to children and teenagers on Instagram Reels, TikTok, and YouTube Shorts, collected as a part of an algorithm auditing experiment.