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STELLA is a modular pipeline for medical image segmentation and interactive labelling. It integrates preprocessing, segmentation, assisted manual labelling, data augmentation, and classification in a configurable and reproducible workflow. The framework supports research on paediatric digital twins and medical image analysis.