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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. Frontline Medical Sciences and Pharmaceutical Journal. 5, 07 (Jul. 2025), 8–17. DOI:https://doi.org/10.37547/medical-fmspj-05-07-02.