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Medical Education Case Study

NasogastriX

An interactive radiology education app combining teaching modules and mini-games to help learners assess nasogastric tube positioning on chest X-rays.

  • Unity
  • C#
  • Machine Learning
  • Computer Vision
  • Grad-CAM
NasogastriX radiology education project illustration
Role
Developed the Unity and C# application, gameplay systems, and UI; integrated the supplied AI classification and Grad-CAM workflow; and handled releases and ongoing maintenance.
Team
Developed in collaboration with a CUHK research team

The challenge

The project combines radiology teaching content with interactive exercises that help learners assess nasogastric tube positioning on chest X-rays.

The application also needed to integrate a supplied classification and Grad-CAM workflow without obscuring the distinction between the learning experience and the underlying AI output.

Key decisions

01

Combine instruction with interaction

Teaching modules and mini-games are presented within one application so learners can move between explanation and active assessment.

02

Build on Unity gameplay systems

Unity and C# provide the application, interface, and gameplay foundation for the educational experience.

03

Keep the AI integration boundary explicit

The application integrates the supplied classification and Grad-CAM workflow as part of the learning experience without claiming ownership of model development.

Implementation

Interactive learning application

The Unity application brings together teaching modules, mini-games, gameplay systems, and the user interface in a single C# codebase.

The interaction design supports repeated assessment within the educational flow while keeping the medical content supplied by collaborators central to the experience.

AI workflow integration

The supplied classification and Grad-CAM workflow is integrated into the application so its output can be presented as part of the radiology learning experience.

Release handling and ongoing maintenance are part of the documented project contribution.

Outcomes

Public project presence

Published

The collaboration has an official public page describing the NasogastriX education project.

View source

Product stewardship

Ongoing

The documented contribution includes releases and continued maintenance of the application.