When trying to use a shortcut in Chrome like:
"C:\Program Files\Google\Chrome\Application\chrome.exe" --app=https://www.google.com --start-fullscreen
It doesn't open in fullscreen mode; even when run as an administrator. It appears to launch in a sort of kiosk mode, without the address bar, but not in fullscreen as expected (like when pressing F11).