Calibration is how you know the temperature is correct. In general you'll need a process calibrator or thermal well to provide a reference. In my experience, the UT modules can be 3-4 deg F from reference temperatures. This is pretty common for non-data acquisition/process control devices. For those modules, I typically use a filter time of about 3 seconds as well to reduce some of the noise.