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tant unmet need. ClinicalTrials.gov Identifier NCT02462889. ClinicalTrials.gov Identifier NCT02462889.Mobile-based applications are popular and prevalently used in the US population. Applications focusing on nutrition offer platforms for quantifying and changing behaviors to improve dietary intake. Such behavior changes can intervene in the relation of diet to promote health and prevent disease. Mobile applications offer a safe and convenient way to collect user data and share it back to users, researchers, and to health care providers.