PTH and Hypertension: SHAP analysis was applied to quantify feature importance and directionality in the validation set.<h4>Results</h4>The final model identified hypertension history, frequent intradialytic hypotension, body mass index, total cholesterol, C-reactive protein, and intact parathyroid hormone as independent predictors.