Any way to control the volume/mute for Caller ID announcement?

I really like the "Caller ID announcement" feature, where it announces the number calling you. However, I've noticed it announces it regardless of my volume or mute settings. I do not want my phone making any noise if it's set to "Silent", or the ringer volume is all the way down. Any way to do that? I'm using Android 11 on a OnePlus 9 Pro running Oxygen OS 11.2.10.10.LE15AA. Thanks!