Text mining electronic hospital records to automatically classify admissions against disease: Measuring the impact of linking data sources.

•A text classification system using multiple hospital data sources is evaluated.•Data sources include pathology reports, radiology reports and admission data.•Support Vector Machine classifiers are built for eight data source combinations.•Linking multiple data sources improves performance on seven diseases considered.