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In recent years, the use of metrics has become increasingly prevalent in the field of double-ended studies. These studies, which involve collecting data from both the participant and the researcher, have become a valuable tool for understanding complex social phenomena. However, the integration of metrics into these studies has raised several concerns, particularly regarding the potential impact on the validity and reliability of the findings.

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