Clinical notes contain information about patients that goes beyond structured data like lab values and medications.
A recent study showed that using the graphical structure underlying EHR data (e. g. relationship between diagnoses and treatments) improves the performance of prediction tasks such as heart failure prediction.
GRAPH RECONSTRUCTION READMISSION PREDICTION REPRESENTATION LEARNING
Machine learning models depend on the quality of input data.