Hopefully if that's the case, more attention will be paid to the fact that using mobile phones for 2FA or identification on high value services is a bad idea :)
Until the authenticator app which holds the TOTP secrets in clear text is on the same phone as you are using to access the website/app in question to start with. Then you'd probably be better off instead storing a token in the secure enclave in the app itself instead.