AUTUMN LAKE HEALTHCARE AT CHEVY CHASE is a Medicare-certified nursing home located in CHEVY CHASE, MD. CMS overall rating: 3 out of 5 stars. Google rating: 4.1 out of 5 from 153 reviews. Accepts both Medicare and Medicaid.