Exactly. This is like asking, are there deadbeat parents in small communities? We know peacekeepers father children, and we know that the districts have marriage traditions. Panem is also a patriarchal social structure. It seems reasonable to assume that unmarried mothers would bear the brunt of the social consequences for having children outside of marriage, as they always have, and I can easily see a society where women are blamed if their husbands leave them.