Some of the stretches further East of Mildura run 100-200km without petrol stations and supplies. A number of the national parks in those areas are unmanned and irregularly visited, and there can be long periods even on sealed roads where you might not sight another car in an hour of driving. For one stretch (in and out of Mungo National Park), we stocked up on a lot of extra water as a precaution and notified family of our plans. Having an infant with us, I was very conscious of how quickly the temperature can rise once the air-con is off.
Can easily see how people might blindly follow maps/GPS and end up caught out. Especially when you're relying on cached phone maps data if your connection drops, as it does frequently out there.