Forming a semiconductor device can include forming an insulating layer on a semiconductor substrate including a conductive region thereof, wherein the insulating layer has a contact hole therein exposing a portion of the conductive region. A polysilicon contact plug can be formed in the contact hole wherein at least a portion of the polysilicon contact plug is doped with an element having a diffusion coeffient that is less than a diffusion coefficient of phosphorus (P). Related structures are also discussed.