Short-Form Videos and Mental Health: A Knowledge-Guided Multimodal Neural Topic Model

arXiv:2402.10045v1 Announce Type: cross
Abstract: While short-form videos head to reshape the entire social media landscape, experts are exceedingly worried about their depressive impacts on viewers, as evidenced by medical studies. To prevent widespread consequences, platforms are eager to predict these videos' impact on viewers' mental health. Subsequently, they can take intervention measures, such as revising recommendation algorithms and displaying viewer discretion. Nevertheless, applicable predictive methods lack relevance to well-established medical knowledge, which outlines clinically proven external and environmental factors …

abstract arxiv consequences cs.cv cs.lg experts form head health impact impacts knowledge landscape media medical mental health multimodal platforms reshape social social media studies type videos