When Roon refers to "Audio Device" that's the Roon endpoint streamer/renderer, When you select an "audio device" in the lower right corner, it's where Roon is going, not the source of the music (i.e. a streaming service or a NAS with locally stored files if you have any).
So that makes me suspect it's an issue downstream between your Core and your endpoint. I would look for diagnostics in the endpoint's software look for error logs, etc. and contact their support team. or post any such findings in a Roon Support ticket. Cheers,
Spencer