Credit to DJP for his answer. What I did was, turn off the saving as indicated:

Settings -> Presentation -> Disable auto-save for all respondents

Then I created the pre-filled link, opened in browser, then added to home screen to get the shortcut. After testing it worked, I went back to the form and re-enabled the auto-save.

All seems to be working fine now.