According to the WiganWorld site, it was at Whelley.
Looking at my old & new maps, there is still a hospital on the site, north west of the B5238. SD 591066 is the OS reference.
Judging by the age of one of my distant cousins who died there, I'd expect tuberculosis to be a common ailment of the patients.