Dr. Elena Stamate | Machine Learning and AI Applications | Best Researcher Award
Faculty of Medicine and Pharmacy, University Dunarea de Jos of Galati | Romania
Dr. Stamate Elena is an accomplished Romanian cardiologist, educator, and researcher whose career bridges the domains of clinical cardiology, academic teaching, and medical innovation. Serving as both an Assistant Lecturer and a practicing Cardiology Resident Doctor, she is recognized for her contributions to advancing diagnostic and therapeutic strategies in cardiovascular medicine. Her work, particularly in cardiogenic shock prediction and the integration of artificial intelligence in cardiology, has earned her a respected position in Romania’s medical and academic community. She is an active member of the Romanian College of Physicians and the Romanian Society of Cardiology, actively engaging in scientific discourse at both national and international levels.
Professional Profile
ORCID
Education
Dr. Stamate earned her Bachelor’s degree in Medicine from the Faculty of Medicine and Pharmacy at “Dunărea de Jos” University of Galați. Her academic training provided a solid foundation in general medicine and clinical sciences, which she has since built upon through advanced research in cardiology, physiology, and multidisciplinary approaches to complex cardiac conditions. As a PhD student, she continues to deepen her expertise, focusing on predictive modeling, cardiovascular pathophysiology, and AI-assisted diagnostics.
Experience
Professionally, Dr. Stamate has held dual roles that complement each other—Assistant Lecturer at the Department of Morphological and Functional Sciences, Faculty of Medicine and Pharmacy, “Dunărea de Jos” University of Galați, and Cardiology Resident Doctor at University Emergency Hospital Bucharest. In her academic role, she is dedicated to teaching cardiology and physiology to medical students, coordinating scientific research activities, and mentoring future physicians. In the clinical setting, she provides specialized care for patients with acute and chronic cardiovascular diseases, often managing complex and high-risk cases. Her experience spans both hospital-based interventions and academic research, enabling her to integrate evidence-based medicine into real-world practice.
Research Interest
Dr. Stamate’s research interests lie at the intersection of cardiology, artificial intelligence, and predictive modeling. She has extensively studied cardiogenic shock in ST-elevation myocardial infarction (STEMI) patients, focusing on early detection and risk stratification using AI-based predictive models. Her work also explores big data applications in cardiology, personalized treatment approaches, and the role of multidisciplinary collaboration in managing complex cardiac cases. Additionally, she has contributed to research on infective endocarditis, myocardial infarction, intracardiac hemodynamics, and AI applications in forensic medicine, reflecting her versatility and interdisciplinary mindset.
Awards and Recognition
Dr. Stamate has been honored for her academic and research excellence at multiple scientific conferences. She has received awards for best presentations, including first prize at the Galmed Congress for her case-based study on myocardial infarction, as well as recognition for her contributions to doctoral research conferences. Her publications in high-impact, Q1-ranked journals such as Journal of Clinical Medicine, Diagnostics, and Antibiotics further underscore her influence in the field. She has been invited as a lecturer at numerous cardiology conferences and interdisciplinary medical events, sharing her expertise on topics ranging from anticoagulation in pregnancy to updates in cardiogenic shock management.
Publications
Stamate, E., Culea-Florescu, A.-L., Miron, M., Piraianu, A.-I., Dumitrascu, A.G., Fulga, I., Fulga, A., Patrascanu, O.S., Iancu, D., Ciobotaru, O.C., et al. (2025). “Dynamic Predictive Models of Cardiogenic Shock in STEMI: Focus on Interventional and Critical Care Phases” in Journal of Clinical Medicine .
Stamate, E., Culea-Florescu, A.-L., Miron, M., Piraianu, A.-I., Dumitrascu, A.G., Fulga, I., Fulga, A., Patrascanu, O.S., Iancu, D., Ciobotaru, O.C., et al. (2025). “AI-Based Predictive Models for Cardiogenic Shock in STEMI: Real-World Data for Early Risk Assessment and Prognostic Insights” in Journal of Clinical Medicine.
Iancu, D., Fulga, A., Vesa, D., Fulga, I., Tutunaru, D., Zenovia, A., Piraianu, A.-I., Stamate, E., Sterian, C., Dimofte, F., et al. (2025). “Immunosuppression and Outcomes in Patients with Cutaneous Squamous Cell Carcinoma of the Head and Neck” in Clinics and Practice.
Ciobotaru, O.C., Duca, O.-M., Ciobotaru, O.R., Stamate, E., Piraianu, A.-I., Dumitrascu, A.G., Constantin, G.B., Matei, M.N., Voinescu, D.C., Luchian, S.-A. (2024). “Hydatid Cysts of the Psoas Muscle: Insights from the Past Five Years” in Life (Cited by 1).
Copciag, R., Bratu, V., Rimbas, R., Stamate, E., Lixandru, T., Corlan, A., Vinereanu, D. (2025). “Comparative Reproducibility of Myocardial Work and Left Ventricular Ejection Fraction in Patients After an Acute Coronary Syndrome” in Preprint .
Ciobotaru, O.C., Stamate, E., Stoleriu, G., Duca, O.M., Piraianu, A.-I., Ciobotaru, O.R. (2024). “The Early Stage Adenocarcinoma of the Gallbladder Incidentally Diagnosed” in Romanian Journal of Oral Rehabilitation.
Conclusion
Through her integrated roles as a physician, educator, and researcher, Dr. Stamate Elena exemplifies the modern clinician-scientist who bridges patient care with academic excellence and technological innovation. Her contributions to predictive cardiology, particularly the application of AI and big data in early diagnosis and personalized therapy, position her as a forward-thinking leader in her field. With her commitment to advancing cardiovascular medicine, fostering medical education, and embracing multidisciplinary collaboration, she continues to shape the future of cardiology in Romania and beyond.