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On what device, what OS, in Safari ?, the scroll bar on the right?
OP wants to stop this (outlined in red). It pops up when you start scrolling.

Screenshot 2023-09-18 at 04.21.05.png

AFAIK it happens in all browsers on all devices. I've never seen a way to turn it off.
 
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