Predicting the Severity of Postoperative Symptoms Following Mandibular Third Molar Extractions Using Machine Learning Techniques

A GBM-based nomogram provides moderate yet clinically useful discrimination for healthy adults aged 18-35 years at risk for severe early symptoms after third-molar extraction. However, this approach requires external validation in older or medically complex patients before it is recommended for clinical predictions.