We would like to thank Professor Loh and Professor Gelman for their thoughtful comments. Some of the detailed points that the discussants bring up remind us to emphasize that in many regards our article offers only an overview of the scientific questions we aim to address and of the methods, models, and algorithms that we employ. Some technical details are omitted in the interest of readability...