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Most PDF readers in full screen mode switch from one page to the next when you scroll in full screen. Is there one that scrolls "flowing" instead?
Acrobat Reader does that.
In Reader, set View > Page Display > Enable Scrolling
FYI, you may have missed a setting in the other readers. Look for "Continuous" vs "Page" settings.
Required, but never shown