BRAF and thyroid nodule: Independent risk factors for CLNM were identified through binary logistic regression analysis along its associated nomogram model, including age (younger patients had a higher risk), maximum diameter of thyroid nodules (larger nodules increased the risk), capsular invasion (presence was a strong predictor), and BRAF V600E gene mutation (highly significant in predicting CLNM).