Scoring systems developed by machine learning: intelligent but simple to use?

Interpretation of multiple pieces of information including imaging, blood tests and demographic information (left panel) is required for clinical decision making. Risk scores are an existing, familiar way to summarise this information and guide clinical decision making (right panel). A new generation of more accurate risk scores could be developed by machine learning (central panel) to summarise complex clinical information in scores that allow easy interpretation.