Frame-wise detection of surgeon stress levels during laparoscopic training using kinematic data

Medicine & Life Sciences

• Biomechanical Phenomena 100%
• Surgeons 74%
• Observation 49%
• Deep Learning 48%
• Psychology Transfer 40%
• Long-Term Memory 40%
• Medical Students 34%
• Short-Term Memory 32%
• Control Groups 18%

Engineering & Materials Science

• Kinematics 82%
• Long short-term memory 40%
• Recurrent neural networks 36%
• Deep learning 31%
• Students 25%
• Classifiers 24%