No.
That web page assumes a ring support (NOT a simple single support at the center of a round plate as in your original statement).
After entering a round 10 unit diameter plate with a 2 mm thickness, it told me the edges of the plate deflected more than the original plate thickness under a 100 load.
Not sure I'd trust it.