Ah, found it! It only shows up when one of your villagers actually has a major illness (like the Plague in my case), then there will be a a small notice on the profile

and when you hover over it it reads: "For two weeks after your registration, any villagers younger than two weeks old will have a natural resistance to illness. While afflicted with a major illness, they are still able to work, albeit with restrictions."