Many applications in medical statistics and other fields can be described by transitions between multiple states (e.g. from health to disease) experienced individuals over time. In this context, multi-state models are a popular statistical technique, particular when the exact transition times not observed. The key quantities of interest rates, capturing instantaneous risk moving one state anoth...