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The case underscores the necessity of digital‑literacy interventions: creators often lack awareness of sample clearance, risking unintentional infringement when their content goes viral.


The discussion surrounding such videos on social media platforms (Twitter/X, Telegram, Instagram) typically follows a predictable pattern: The discussion surrounding such videos on social media

Our diffusion analysis supports a hybrid model where algorithmic amplification (platform “For‑You” pushes) interacts with human‑driven cross‑platform bridging. The “core‑periphery” structure resembles classic “influencer‑centric” diffusion but is accelerated by short‑form looping mechanics. The discussion surrounding such videos on social media

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