Overview The My ME-BYO Record app, developed and managed by the Kanagawa Prefectural Government in Japan, serves as a unique public-sector mHealth tool. Launched in 2017, it records health data, medication use, and physical activity, while the ME-BYO index—introduced in 2020—visualizes an individual’s predisease state to encourage behavioral change. This retrospective study analyzes real-world data…