The clients download the patches and install them at the scheduled install time. If any administrators log in before the scheduled install time and after the download is complete, they see the notification and can install it immediately. The ScheduledInstallTime is the time when the patches will be installed if they are downloaded and are ready to be installed. So, just be patient. Non-admin users will receive the patches -- it just takes a bit of time.
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