Decision trees are a type of algorithm used for making decisions based on a set of inputs. In the context of nursing, decision trees can help in clinical decision-making by providing a structured approach to evaluate patient data and determine the optimal course of action. They are particularly useful for diagnosing conditions, determining treatment plans, and assessing patient risk levels.