Khaliq, D.A. et al. 2026. Comparative Study of Explainable Machine Learning Techniques for Interpretable Healthcare Risk Prediction Systems. ACADEMIA International Journal for Social Sciences. 5, 3(s3) (Mar. 2026), 193–205. DOI:https://doi.org/10.63056/academia.5.3(c).2026.1873.