Pop-up advertisements experienced a remarkable surge in the late 1990s and early 2000s, initially offering a seemingly straightforward way for marketers to reach a large audience. Driven by their immediate visibility, these intrusive boxes became ubiquitous across the web , generating substantial revenue for publishers and promoters . However, user

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