MCS Machines on Microsoft Azure show as 'Creating' on the Azure Portal

When using Microsoft Azure and Citrix Machine Creation Services MCS, the Virtual Machine Object shows as 'Creating' instead of 'Running,' but otherwise registers and can be connected to until it forcibly shuts down...