&gt; ...decision and the confidence will be wildly wrong...<p>Isn&#x27;t &quot;confidence&quot; measuring the internal state of the net, the probability based on classes known to the net?  In that case the answer can be wrong, but &quot;confidence&quot; is never wrong.