Interpretable machine learning framework to predict gout associated with dietary fiber and triglyceride-glucose index.

The interpretable LGBM model associated with dietary fiber and TyG index showed high accuracy, efficiency, and robustness in predicting gout. Increasing dietary fiber intake and lowering the TyG index are beneficial in reducing the potential risk of gout.