I know this is a pretty late reply, hopefully you've already found a solution, but if not...
A few scenarios that might cause this problem come to mind.
- Georgia was not bundled with the ePub file (and the reader app is just defaulting to a Serif)
- A different, or misnamed Georgia was bundled with the ePub
- Your version of Georgia has a slightly different internal name, so it is not being used when the reader app looks for it
As for how to fix it, assuming adjusting the internal name of your version of Georgia (using something like fonttools/ttx) doesn't fix it, I'd use Calibre to modify the ePub and bundle Georgia with the ePub (this will bloat the files a bit though).
Hope this helps
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