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Voice Research Initiative app is designed to collect vocal data - to advance rapid new techniques for the detection of patterns and health biomarkers in the human voice. The purpose of this study is to collect data which may be useful for the detection of health diseases, based on voice analysis. We apply machine learning, digital processing, and vocal feature analysis to detect health conditions in the voice.