The letter U in USE cable stands for underground.
However, the U in SE-U stands for "Unarmored".
I resurrected a thread from several years ago with an indepth discussion simliar to this thread.
I think the issue with SE-U installed undergroung is the uninsulated, albeit covered, aluminum neutral that is predominant in the Phila. area.