For prior art on how to define alert conditions, see:

https://en.wikipedia.org/wiki/Nelson_rules

https://en.wikipedia.org/wiki/Western_Electric_rules

https://en.wikipedia.org/wiki/Westgard_rules

Now we use purely statistical measures, which requires a probabilistic model. The name of the game is calibration.