Exploration of Machine Learning for Hyperuricemia Prediction Models Based on Basic Health Checkup Tests.

The ML model was superior to the CLR model for the prediction of hyperuricemia. Future studies are needed to determine the best-performing ML algorithms based on data set characteristics. We believe that this study will be informative for studies using ML tools in clinical research.