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Recent literature also warns about the rise of paper mills , which produce fraudulent or simulated results, especially in China.

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Research identifies external ethical engagement (institutional approval) versus internal ethical engagement (managing personal/professional relationships in the field) as critical for integrity. Recent literature also warns about the rise of

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Threats to scholarly research integrity arising from paper mills

Studies emphasize the importance of using indicators like triangulation (cross-verifying data from multiple sources) to optimize accuracy and minimize bias.

Key pillars for evaluating such papers include credibility (accurate perspectives), transferability (detail for relevance), dependability (transparency), and confirmability (data-driven findings).