I forgot to add some information that might be useful:
1. I found no ZeroKLobbyErrors that correlate with this problem occurring.
2. I am running Zero-K from a flashdrive. I can try using the flash drive as the Current Data Folder, as opposed to a folder on the computer, to see if that is related to the problem, though I don't see why that would be the case.