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An objective skill assessment framework for microsurgical anastomosis based on ALI scores
Soheil Gholami1, Anaëlle Manon2, Kunpeng Yao2
1Learning Algorithms and Systems Laboratory (LASA), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland. soheil.gholami@epfl.ch.
Acta Neurochirurgica
|February 24, 2024
Summary
This study introduces an objective framework to assess microsurgical skills, differentiating novice from intermediate surgeons using quantitative metrics. This advances surgical training by providing reliable skill evaluation and feedback.
Area of Science:
- Surgical Education
- Biomedical Engineering
- Human Motor Control
Background:
- Current microsurgical skill assessment is subjective and lacks standardization.
- Objective evaluation is crucial for reliable skill assessment and enhancement.
- Limitations in current methods hinder effective surgical training.
Purpose of the Study:
- To develop a quantitative and objective framework for microsurgical anastomosis skill assessment.
- To differentiate proficiency levels of microsurgeons using objective metrics.
- To align objective assessments with subjective evaluations like the ALI score.
Main Methods:
- Selected metrics from laparoscopic skill assessment and motor control studies (time, kinematics, tactile information).
- Utilized sensors (cameras, motion capture, tactile sensors) for data acquisition.
- Analyzed data offline using a proposed evaluation framework with 12 participants (novice and intermediate).
Main Results:
- The objective framework successfully differentiated novice from intermediate microsurgeons.
- Quantitative metrics aligned with subjective assessments (ALI score).
- Intermediate microsurgeons demonstrated superior task speed, reduced idle time, and smoother hand movements.
Conclusions:
- The developed framework provides accurate, objective skill assessment and feedback for surgical trainees.
- It overcomes subjectivity in current methods, advancing surgical education.
- The framework precisely distinguishes and classifies novice and intermediate microsurgeon proficiency levels.
