The DEep learning Framework for pErsonalized dynamic diagnosis of Adverse prognostic ouTcomes in NeuroSyphilis (DEFEAT-NS) study is committed to using deep learning and machine learning to achieve accurate diagnosis and better treatment for neurosyphilis patients, and contribute to the health of the people.