Reinforcement Learning for Heart Failure Treatment Optimization in the Intensive Care Unit.

Heart failure (HF) is a major public health issue. Despite improvements in treatment, mortality rates among HF patients remain high, especially for those in the intensive care unit (ICU) who experience the highest in-hospital mortality rates.Clinical guidelines for the treatment of HF provide general recommendations, that however often lack strong evidence derived from randomized controlled trials (RCTs).