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Can the app tell exactly what the distance was?

No, the app cannot provide exact information about this, but that is not necessary. The app uses Bluetooth to determine how close you are to other app users. If you receive a notification, that means that you have definitely been near someone who has tested for positive for coronavirus, and you were near them for more than 15 minutes.