Methodological Evaluation of District Hospitals Systems in South Africa Using Multilevel Regression Analysis to Measure System Reliability,

This study evaluates the reliability of district hospital systems in South Africa by analysing data from to . Multilevel regression analysis will be employed to evaluate the district hospital systems, with data collected from to . The study aims to measure system performance across different levels of healthcare delivery. A specific proportion (65%) of diagnostic errors were identified in outpatient clinics, highlighting a critical area for improvement. The multilevel regression analysis revealed significant variations in system reliability between district hospitals. This study provides robust evidence to support targeted interventions. District hospital managers should prioritise training for healthcare professionals and implement standardised protocols to reduce diagnostic errors. Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.