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Deception Is Ugly: Linking Aesthetic Judgment to Perceived Manipulation in Dark Patterns
Dark patterns are manipulative interface designs that exploit cognitive biases. We surveyed 126 social media users who evaluated mockups of 15 dark patterns across six strategic categories, using an adapted User Experience Questionnaire with four autonomy-focused items (pressuring, addictive, covert
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