We sought to ( 1 ) identify predictors of uptake of an mHealth application for a low-literacy population of people living with HIV ( PLWH ) in rural Uganda and ( 2 ) evaluate the efficacy of various short message service ( SMS ) text message formats to optimize the balance between confidentiality and accessibility .