Shital S. Wagh

Automated Department Classification of Clinical Discharge Summaries Using Ensemble Transformer and Classical Machine Learning Models: A Cross-Validated Study on MIMIC-III

Manual routing of clinical discharge summaries to the appropriate hospital department is a time-consuming task that could benefit from automated text classification. Real-world clinical corpora such as MIMIC-III present two compounding difficulties: severe class imbalance across department categories, and the scarcity...