AUTUMN LAKE HEALTHCARE AT CATONSVILLE is a Medicare-certified nursing home located in CATONSVILLE, MD. CMS overall rating: 3 out of 5 stars. Google rating: 4.2 out of 5 from 229 reviews. Accepts both Medicare and Medicaid.