I recently read the Shannon biography 'A Mind at Play' [0] which I guess is the full version of the article (same authors). It does (IMHO) a very good job at explaining entropy / information.
[0] https://www.simonandschuster.com/books/A-Mind-at-Play/Jimmy-...