Medicare Access to Rural Anesthesiology Act of 2023 This bill requires the Centers for Medicare & Medicaid Services (CMS) to provide Medicare payment on a reasonable-cost basis for anesthesia services furnished by an anesthesiologist in a rural hospital. Specifically, the CMS shall provide payment for such services in the same manner as payment is provided under current law for services furnished in a rural hospital by a certified registered nurse anesthetist.