Model Development We compared the performance of a multinomial logistic regression model and two machine learning model types: penalized logistic regression (elastic net) and random forest. The ...

EHR data may be particularly suitable for machine learning (ML) techniques, as such algorithms can process high-dimensional data and capture nonlinear relationships between variables. By comparison, ...