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Our simulation studies further illustrate how these disparities can result in skewed and ultimately unfounded interpretations, exemplified by an emotion detection task. In conclusion, we establish a framework of recording principles to guarantee accurate and valid vocal recordings, and offer early indications of a machine learning tactic to correct bias within distorted audio. A growing agreement among rese