Automatic trial eligibility surveillance based on unstructured clinical data

•Most eligibility criteria are only mentioned in unstructured clinical text.•Natural language processing (NLP) system allows extracting criteria from text.•NLP system could extract eligibility criteria with up to 95.5% sensitivity.•Patients could be automatically matched with clinical trials with an AUC of 89.8%.