Ethical and Philosophical Issues in Medical Imaging.- Data Poisoning Attack and Defenses in Connectome-based Predictive Models.- Disproportionate Subgroup Impacts and Other Challenges of Fairness in Artificial Intelligence for Medical Image Analysis.- Separable vs. End-to-End Learning: A critical examination of learning paradigms.- A 35-Year Longitudinal Analysis of Dermatology Patient Behavior across Economic and Cultural Manifestations in Tunisia, and the Impact of Digital Tools.- User-centered design for surgical innovations: A ventriculostomy case study.- Multimodal Learning and Fusion Across Scales for Clinical Decision Support.- Visually Aware Metadata-guided Supervision for Improved Skin Lesion Classification using Deep Learning.- Predicting Osteoarthritis of the Temporomandibular Joint Using Random Forest with Privileged Information.- Hybrid Network Based on Cross-modal Feature Fusion for Diagnosis of Alzheimer's Disease.- Topological Data Analysis for Biomedical Imaging.- Future Unruptured Intracranial Aneurysm Growth Prediction using Mesh Convolutional Neural Networks.- TDA-Clustering Strategies for the Characterization of Brain Organoids.- Fetal Cortex Segmentation with Topology and Thickness Loss Constraints.