work Postoperative infection prediction Explainable machine learning and strategic data imputation for predicting surgical-site infections from real-world clinical data. Medical NLP, terminologies & ontologies LLM-augmented semantic embeddings for cross-lingual mapping of medical procedure terms and standardisation across clinical terminologies. Medical data science & bioinformatics Microbiome, surveillance, and patient-characteristic analyses for the prevention of surgical-site infections after abdominal surgery.