“…As a result, resource allocation problems in healthcare have received significant attention in the medical literature and OR literature; see, e.g., Brandeau (2004), for an excellent review and references. Many studies examine the relationship between screening and risk reduction for a certain disease through the use of cost-effectiveness analysis (Leiby, 2001;Sendi et al, 2003;Busch et al, 2009), Markov processes (Schwartz et al, 1990;Jackson et al, 2003;Van Hulst et al, 2009), simulation models (Lefrere et al, 1998;Custer et al, 2005), decision trees (Marshall et al, 2004), or empirical studies (Lander et al, 2009). These methodologies usually compare a small number of specific interventions and rely on quite restrictive assumptions, including that the interventions are perfectly divisible, have constant returns to scale, and are independent (Sendi et al, 2003;Brandeau, 2004;Van Hulst et al, 2010).…”