Background: Predictive models like Residual Neural Networks (ResNets) can use Magnetic Resonance Imaging (MRI) data to identify cervix tumors likely to recur after radiotherapy (RT) with high accuracy. However. there persists a lack of insight into model selections (explainability). In this study. https://themightyhobbyers.shop/product-category/snapsies/