understand errors, curate difficult cases and feed corrections back into model development. Create reproducible, version‐controlled research software and inference workflows that can process DICOM‐derived imaging at scale, generate structured quantitative outputs and operate within approved secure research computing environments. Link RAIDA‐derived CT biomarkers with right‐heart catheterisation … profile and optimise research code independently. Essential Application/interview/test Experience working with medical‐imaging data and associated formats/workflows, including DICOM and/or NIfTI, preprocessing, metadata handling and data‐quality assessment. Essential Application/interview Experience adapting or validating AI models across heterogeneous datasets, including ...