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This scoping review analyzes 81 articles (2022-2025) examining the use of generative AI for creating and evaluating user personas, identifying strengths in reproducibility but critical issues including lack of evaluation in 45% of studies, over-reliance on GPT models (86%), and risks of circularity where the same model generates and evaluates personas.