The hardware inventory is returning a value of 16, for Lunch Box, instead of 3, for Desktop. I'm not positive where this data is stored, but I'm guessing it's within a manufactured component like the motherboard or chassis itself.
Is it a mini tower (tall and regular size), desktop (uses low profile cards), small form factor (SFF), or ultra small form factor (USFF)?