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Furthermore, the COVID-19 pandemic has further accelerated the shift toward predictive, preventive, personalized, and participatory (P4) medicine, and has identified health care accessibility, affordability, and patient empowerment as core values in the future digital health era. This \u201cleft shift\u201d toward preventive care is anticipated to redefine health care, emphasizing health promotion over disease treatment. In the future, the traditional triad of preventive medicine\u2014primary, secondary, and tertiary prevention\u2014will be realized with technologies such as genomics, artificial intelligence, bioengineering and wearable devices, and telemedicine. Breast cancer and diabetes serve as case studies to demonstrate how these technologies such as personalized risk assessment, artificial intelligence\u2013assisted and app-based technologies, have been developed and commercialized to provide personalized preventive care, identifying those at a higher risk and providing instructions and interventions for healthier lifestyles and improved quality of life. Overall, preventive medicine and the use of advanced technology will hold great potential for improving health care outcomes in the future.<\/jats:p>","DOI":"10.2196\/59165","type":"journal-article","created":{"date-parts":[[2024,11,5]],"date-time":"2024-11-05T00:18:42Z","timestamp":1730765922000},"page":"e59165","source":"Crossref","is-referenced-by-count":25,"title":["The Application of Preventive Medicine in the Future Digital Health Era"],"prefix":"10.2196","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2654-0171","authenticated-orcid":false,"given":"Katherine","family":"De la 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