Note that the mathematical rules of probability theory do not constrain the choice of the \(p_j\), aside from the requirement that they be nonnegative and sum to 1. It is up to the scientist constructing the model to come up with appropriate values, which may be done using a variety of considerations; among them pure guesswork, as well as carefully fitting parameters using results of previous experiments.