Provide an option for the Go To dialog box (Edit > Go To) to automatically close when Go To is clicked or Enter is pressed.
This a) prevents the dialog from covering screen space and b) allows keyboard users to easily reset the state of the Go To box. (eg, repeat the workflow of Ctrl+G, type page number, press Enter.