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Due to the COVID-19 pandemic, there is currently a need for accurate, rapid, and easy-to-administer diagnostic tools to help communities manage local outbreaks and assess the spread of disease. The use of Artificial Intelligence within the domain of breath analysis techniques has shown to have potential in diagnosing a variety of diseases such as cancer and lung disease by analyzing volatile organic compounds (VOCs) in exhaled breath. This combined with their rapid, easy-to-use, and non-invasive nature makes them a good candidate for use