The word is underemployed and for the author's purposes are still job-seekers who quality for government benefits. The practical difference between them and actual unemployed people isn't much when it comes to policy.
Also, tracking poverty is more meaningful than tracking underemployment. There are millions of stay at home parents in this country who would qualify as underemployed, but who aren't in poverty because their spouse or possibly other family member supports them.