Development and Validation of Survival Prediction Models for Patients With Pineoblastomas Using Deep Learning: A SEER-Based Study.

Purpose: Pineoblastomas (PBs) are rare central nervous system tumors primarily affecting children and adolescents, with limited data on clinical characteristics and survival outcomes. Prognosis prediction models for this disease are lacking. The purpose of this study was to develop deep learning (DL) models for predicting 3-year survival in patients with pineoblastoma.