To the Editor I would like to thank Manz et al1 for their randomized clinical trial determining the efficacy of using machine learning (ML) mortality predictions combined with behavioral economic principles in increasing serious illness conversations (SICs) between clinicians and high-risk patients with cancer. The authors concluded that the combination of predictive algorithms and behavioral nudges significantly increased rates of SICs.