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#11
I suspect your flash drive is the problem. Follow this tutorial to download a new ISO and create the flash drive.
Windows 8 and Windows 8.1 ISO - Download or Create
See if that allows you to boot it via the UEFI boot option.
Make sure you get the same version as what is installed.