AUTUMN LAKE HEALTHCARE AT OAK MANOR is a Medicare-certified nursing home located in BURTONSVILLE, MD. CMS overall rating: 4 out of 5 stars. Google rating: 3.7 out of 5 from 269 reviews. Accepts both Medicare and Medicaid.