Cross-platform assessment of short-form video quality on the gut–liver axis: informational integrity and engagement disparity

A misalignment exists between user engagement and informational quality in gut-liver-related short videos. Content from verified health professionals delivers superior educational value yet remains algorithmically underprioritized. Efforts to enhance digital health communication should focus on promoting expert-led content, verifying source credentials, and integrating quality-weighted algorithms.