Can I set Hide Sidebar as default in Preview
In Full Screen you can hide the sidebar by unselecting View>Always Show Sidebar (shortcut optioncommand1): 



To get rid of the side by side view you need to select View>Single Page (shortcut commmand2) instead of View>Two Pages: