Pain Dipping in Collarbone

hey all. i broke my collarbone around 6 years ago. it’s been fine since, but i’ve noticed that when i do heavy weighted dips, i have soreness and pain in the broken collarbone area.

is there anyway i can rehabilitate or work around this?