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Food scientists determine the shelf life of a product through accelerated shelf-life testing, microbiological analysis, and sensory evaluation. Factors that influence shelf life include microbial activity, oxidation, moisture content, pH level, packaging materials, storage conditions, and the presence of preservatives.