I tried that - at least uninstalling and re-installing Roon on the Remote machine, with no luck.
Furthermore, now I have 2 instances of Roon appearing in the macOS System Settings > Privacy & Security > Local Network menu. See below screenshot.
System Settings > Privacy & Security > Local Network