I have had that problem with one of my villages. It just took me a lot longer to train a doctor. They all kept shaking thier heads and said uhuh! But finally I got one of my kids to heal. But even she took forever. I thought I would lose my villagers because most were sick and they didn't want to learn.
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You cannot do a kindness too soon, for you never know how soon it will be too late.