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The Biomass Pyrolysis Prediction GUI is an interactive tool that uses machine learning to forecast pyrolysis product properties based on biomass composition. Users can input key features such as C (%), H (%), N (%), O (%), S (%), VM (%), Ash (%), and FC (%).