They have different weights
Rod: 1, Wheel: 2, Plate: 3
Wood: 1, Steel: 2
So for example:
Wooden Rod: 2 (Rod + Wood)
Steel Plate: 5 (Plate + Steel)
But it is not explained in any way to the player which is of course bad, but I just noticed this problem when reading your comment, thanks!