The Journal of the University of Babylon for Pure and Applied Sciences honored Dr. Maytham Nabil Miqdad, a lecturer at Al-Mustaqbal University, by awarding him a certificate of appreciation on April 7, 2026, in recognition of his active contribution as a reviewer in the scientific peer-review process. This recognition came after Dr. Maytham evaluated a research paper titled: “Advanced Detection of Heart Diseases Using Stacked Machine Learning Techniques,” where his precise scientific remarks contributed to enhancing the quality of the research and ensuring compliance with rigorous academic standards. This honor aims to highlight the significant role that academics play in supporting the progress of scientific research and advancing the quality of academic publishing, reflecting Dr. Maytham’s scientific competence and research expertise. The recognition also included appreciation for Dr. Maytham’s efforts in the field of peer review, given its important role in improving research quality and development, serving the academic community and strengthening research outcomes. This achievement reaffirms the importance of academic participation in peer-review processes and its role in supporting reputable scientific journals and maintaining quality standards in academic publishing. Al-Mustaqbal University The First University in Iraq.