Bad sensor or bad gauge?
If you have some potentiometers available you could test the entire circuit, as long as you know the correct value of the thermistor in question.
I recently purchased two 150 ohm resistors from DigiKey, and by connecting them in series I've been able to test/check the gauges in the Aussie Valiant I'm working on (factory VDO gauges).