As for calibrating the probe, I was a bit concerned about whether it is fully waterproof. It is encased in a steel meat probe so I guess the probe itself must be waterproof whereas the top probably isn't. Will give your suggestion a try and see what happens.
Now need to figure out how to translate the raw value/ mV into the Steinhart equation (it takes resistance) to calculate the temp. I did it before so will have to unpack how I did it