There are a number of key items that you should bring with you to your sleep study, including: 1  Appropriate bedclothes (preferably two-piece pajamas). Nightgowns and one-piece pajamas sets are not acceptable attire, and nudity is not permitted. 2  If you use a CPAP/Bilevel machine bring your current mask.