You can back the secrets up to a text file, print them out, etc. too. They're short Base32 strings and TOTP is a standardized protocol with an RFC (6238) and everything.
Except it is cumbersome to doo on Google Authenticator. You must press export to get shown a giant QR code. You can't screenshot it. Must photo with different phone and print on a piece of paper for offline storage.