There are programs in the US to encourage physicians to practice in under served rural areas through student loan forgiveness and other benefits.

https://nhsc.hrsa.gov/loan-repayment/nhsc-rural-community-lo...

But those programs generally only apply to physicians who have finished residency. We really need to increase funding for residency programs in general so that those are no longer a limiting factor in training new physicians.