Development and validation of various phenotyping algorithms for Diabetes Mellitus using data from electronic health records

The stacked generalization strategy and the feedforward neural network showed the best classification metrics in the validation set. The implementation of these algorithms enables the exploitation of the data of thousands of patients accurately.