Pop-up advertisements experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly easy way for businesses to reach a wide audience. Driven by their immediate visibility, these intrusive windows became ubiquitous across the online world, generating substantial revenue for publishers and promoters . However, user

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