Sharmin Sultana Akhi, Sadia Akter, Md Refat Hossain, Arjina Akter, Nur Nobe and Md Monir Hosen 2025. Early-Stage Chronic Disease Prediction Using Deep Learning: A Comparative Study of LSTM and Traditional Machine Learning Models. Library of Frontline Medical Sciences and Pharmaceutical Journal. 5, 07 (Jul. 2025), 8–17.