Considering homeless population is like 80-90% men I think it's fair to say poverty is not the whole story. Men have some expenses women don't and women by far can receive more social benefits than men (some welfare programs are exclusive to women).

And the world stats aren't relevant as we're talking about psych studies that mostly take place in the US.