I realised the simplest fix for this shortly after posting the question. In either your slicer or your printer controller (I use octoprint, so I added this there) add to the starting G-code something to lift the head so that it is above the point it is scraping across.
For example, change your starting G-code from something like:
G28 ;Home all axis
G29 ;probe bed
To
G91 ;Set to relative positioning
G0 Z10 ;move head up by 10mm
G28 ;Home all axis
G29 ;probe bed
(obviously remove G29 if you do not have a probe)
10mm should be more than enough to lift by unless you have something seriously wrong, but you can adjust the figure as needed.