Setting the Scale Mode to “Scale” almost does what I want.
The game objects in the background get deformed out of proportion to fit the entire screen but the GUI elements seem to work just as I want. Their proportions remain correct.
I could restrict myself to only use GUI elements, others have done it.
But if there’s a better way to do this for the general case, please let me know.