Medicare does not reimburse for any out-of-pocket expenses and Medicare will NEVER pay for the PURCHASE or short-term rental of an oxygen concentrator. Many supplemental insurance companies WILL cover some or all of the PURCHASE or RENTAL of a portable oxygen concentrator.