My vote is for false. Do you have a source for this ?
The very second you put your foot past that immigration booth at the airport and you have acquired 'J1 status' as a physician for graduate medical education, you are stuck with your HRR. If you change to J1 status through a 'change of status' request, the moment of approval triggers the HRR.