The value of a nomogram model combining ultrasonic features and blood inflammatory indicators in differentiating benign and malignant thyroid nodules.

The nomogram also demonstrated better agreement and greater net benefit in calibration and decision curve analysis.

A nomogram integrating routine clinical information, conventional ultrasound characteristics, and neutrophil-to-lymphocyte ratio offers improved preoperative risk stratification for thyroid nodules.