Machine learning to predict occult nodal metastasis in early oral squamous cell carcinoma.

•Prediction of occult nodal metastasis can be used to guide surgical treatment.•Improved predictive methods may personalize treatment of early oral cancers.•Predictive performance of depth of invasion and machine learning was compared.•Machine learning outperformed depth of invasion in predicting nodal metastasis.