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It is published privately.
The page that’s to act as your homepage (or posts page) cannot be private. It has to be published publicly before it’ll appear in the drop-down list.
If your goal is to keep your entire site private, there are appropriate solutions for that. But this is not the way to do it.
Making it public solved the issue, thank you!