in the dropping off daughter at college timeline which would have to be early to mid 2000s, it seemed that Amelia was already be gone. I don't think they've ever said when she went, but we don't see any pictures of her older (though Carmen Ejogo is 45 and looks 30), so she may have gone not long before this new time line.

Also, possibility Julie being Hoyt's daughter?