Text preprocessing for improving hypoglycemia detection from clinical notes – A case study of patients with diabetes

•Domain-specific stop word filtering is an effective preprocessing method.•ICD narrative enrichment contributes to the overall detection performance.•Combining the preprocessing methods improves all measures of hypoglycemia detection.•The proposed methods are generalizable across data from different time periods.