Case Study 2 – The Case Report This case study highlights the individual case reporting tool, which provides an interactive way to explore malpractice claims in detail. Each report combines the original claim text with extracted misadventure, disease (ICD‑10), and treatment (OPCS‑4) codes, alongside keyword (Tf‑Idf) scoring. Users can view token‑level data, positional concept mapping, and thematic keyword visualisations, making complex medico‑legal information accessible and transparent. The tool supports quick inspection and deeper analysis, helping risk managers, underwriters, and legal professionals identify patterns and related cases with precision.