SumatraPDF website
If you wish to add Metadata to the PDF-files, you can use calibre. What I would do is simplify the user interface, removing and disabling any toolbars and menu's you don't need. Then add the Open With plugin and/or set SumatraPDF to be the default PDF viewer. Then you can double-click a file in Calibre and open it in SumatraPDF.
SumatraPDF remembers its last settings such as window size. Set it to display double pages by default, and then go fullscreen. Close the program with CTRL-Q. To make sure SumatraPDF doesn't change this state, set the configuration file in its installation folder to Read-Only.
The reason I use SumatraPDF is because it's fast to load and turn pages.