This is a very good point. Since you might be being messed with, you should run every sanity check you can think of. In increasing order of difficulty and also increasing order of value: get the room temperature from all the thermometers; take your own temperature; ask for a drink of ice water and take its temperature. You should also consider the possibility that all of the other contestants are actors with fake thermometers.