Case Study 3 – Exploring Themes in Surgical Specialties This case study demonstrates how portfolio reporting tools can uncover patterns in malpractice claims across surgical specialties. Comparing dual‑weighted keyword analysis reveals distinct patterns in surgical specialty claims. Frequency‑weighted themes highlight common operational issues such as mesh complications, bladder injury and routine ENT/gynaecology procedures. Value‑weighting exposes a different risk landscape, dominated by skull‑base complications, CSF leaks, spinal cord injury and other high‑severity events. Together, these views transform unstructured narratives into actionable insights, guiding surveillance, escalation and targeted mitigation.