Basically I removed the footnote on page 2 since there is no invalid assumption made in the model. We do not need to integrate out theta since it is implicitly defined by the product of branching probabilities. By definition, we only need to integrate out the branching probabilities. Thanks to Ramesh for his helpful discussion.