A computer-aided diagnosis model for preoperative classification of ovarian tumors, developed using a multicenter CT dataset, demonstrated comparable performance to US-based models and radiologists on the internal and external test sets, illustrating challenges due to the heterogeneous nature of the disease and multicenter data.