Study on Predictive Methods for Delayed Blood Donation Due to Low Hemoglobin: Evidence Based on Blood Donation Data in Hangzhou, China

Using historical pre-donation test data and donor personal information enables reliable prediction of low-Hb deferral. The feature importance results based on Hangzhou data were consistent with previous studies, suggesting shared mechanisms and cross-regional model transferability. Moreover, hyperparameter optimization further enhances model performance.