Does the XGBoost model improve prediction of hyperkalemia in patients with advanced chronic kidney disease compared to outpatient physicians?
An XGBoost machine learning model outperforms outpatient physicians in predicting hyperkalemia among patients with advanced chronic kidney disease.
The XGBoost model provided better predictive performance for hyperkalemia than physicians at the outpatient clinic.
Chang et al. (Mon,) studied this question.