The X% PI at a given temperature is the interval in which if many measurements of the rate at this temperature were performed, X% of them would fall into it. Therefore, the PI can be used to know if our models are appropriate; indeed, for each value of X between 0 and 100, if they are appropriate, X% of new measurements should fall into this interval.