Georgios Bouchouras

Georgios Bouchouras, PhD

Senior Lecturer in Biomechanics

Metropolitan College, in collaboration with University of East London

Biomechanics | Gait Analysis | Ontology Engineer | Prompt Engineer | AI | Machine Learning

🌐 Maternal Risk Decision Support: A Student-Led Innovation

Posted on May 8, 2025

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Maternal Risk Decision Support: A Student-Led Innovation

We are proud to announce that our first-year midwifery students, Angela Lavntarakou and Eleni Samara, presented their research at the 10th Student Symposium on Research and Innovation hosted by Metropolitan College.

Our paper received the First Prize for Best Paper in the School of Health. 🏆 Many thanks to the School and the symposium organizers for recognizing our effort and promoting impactful research

Under my academic supervision, our team developed a web-based Maternal Risk Decision Support System, which is now publicly available:

👉 Try the Application

🧠 About the Project

Title: Analysis of Clinical Risk Thresholds During Pregnancy and Development of a Web-Based Decision Support Application

The application is based on statistical analysis of real-world data from the Maternal Health Risk Dataset (Ahmed et al., 2020, Springer). Importantly, it does not rely on fixed clinical rules, but rather on combinatorial statistical analysis of all relevant clinical variables, including:

Through this multidimensional approach, the system classifies maternal risk into three levels:

⚠️ Disclaimer

This tool is intended strictly for educational and research purposes. It is not a diagnostic tool and must never replace medical advice. Always consult a qualified healthcare provider for medical concerns.


💡 Why It Matters


We invite educators, healthcare professionals, and researchers to explore the tool and reflect on the role of transparent, data-driven applications in maternal care.