Machine Learning-Based Robotic Arms for Suturing Training

This training system helps medical students practise suturing independently. Machine learning-based robotic arms demonstrate suturing movements repeatedly, allowing students to observe and practise at their own pace.

Outcome Metrics

• Improvement in suturing skill accuracy and consistency among medical students
• Reduction in dependency on continuous faculty-led demonstrations
• Increase in independent suturing practice opportunities
• Improvement in understanding of correct suturing movements through repeated demonstrations
• Reduction in time required to learn basic suturing techniques
• Improvement in student confidence and readiness for surgical training
• System accuracy, movement repeatability, usability, and student satisfaction rates