Around 2005, Wermuth and Cox became interested in a problem called “sequential decisions” or “time-varying treatments,” which are common, for example, in the treatment of AIDS. Typically treatments are administered over a length of time, and in each time period physicians vary the strength and dosage of a follow-up treatment according to the patient’s condition. The patient’s condition, on the other hand, is influenced by the treatments taken in the past.