This is the 2012 Cabinet Handbook, 7th edition, released by the Department of Prime Minister and Cabinet.
It was released whilst Julia Gillard was prime minister.
The PDF shown below can be resized and downloaded.
Cabinet Handbook 7th Edition 2012