A patient support apparatus includes a cushion, a cover arranged over a top side of the cushion, and a sensor unit. The sensor unit is coupled to the cover and arranged to underlie a patient supported on the cover. The sensor unit includes a sensor configured to detect conditions near the interface of a patients skin with the cover.