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Early mortality prediction in upper gastrointestinal bleeding using explainable machine learning: comparison with established clinical risk scores

Early risk stratification in upper gastrointestinal bleeding (UGIB) is essential for emergency department (ED) triage, treatment planning, and mortality reduction. Although conventional clinical scores are widely used, they may not fully capture complex nonlinear interactions amo...