That makes total sense. I guess "best score" would be a better wording in that case.
Best Score: XXX
(Aim for a lower score)
Just refresh the page
on the other hand, it might be better to change the scoring system. Calculate the worst score using the current system. Then reverse so the score goes up as in displayScore = worstScore - oldWayOfCalculatingScore