The purpose of the Specialty Physicians Advancing Rural Care Act, also known as the SPARC Act, is to address the shortage of specialty medicine physicians in rural communities. It aims to encourage these physicians to work in areas where their services are most needed by offering financial incentives through a loan repayment program. Key provisions of the SPARC Act include the establishment of a loan repayment program for specialty medicine physicians and non-physician specialty health care providers.