R, Indumathi, et al. “Ai-Based Early Detection Of Thyroid Disease And Stage Estimation System Using Xgboost”. International Journal of Aquatic Research and Environmental Studies, vol. 6, no. S2, June 2026, pp. 141-9, https://www.injoere.com/index.php/injoere/article/view/576.