I haven't read the whole paper, but in looking for keywords and skimming through the determinants section, I don't see anywhere that the researchers have taken in to account the partner's gender. Most of the time, it's "partner" (gender indeterminate), but whenever it is mentioned, the gender is always male.

Has this paper acknowledged same-sex relationships, at all?

(Apologies for the sex/gender conflation)