First things first. Picking the best mask to wear at the gym can help keep your skin in the clear. Amber Rose Johnson, esthetician and founder of Facial Lounge in Corona del Mar, California, notes that many disposable masks are treated with chemicals that can not only irritate your skin but your lungs as well.