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Performance and Capability Assessment in Surgical Subtask Automation.

Tamás D Nagy1,2,3, Tamás Haidegger1,4

  • 1Antal Bejczy Center for Intelligent Robotics, EKIK, Óbuda University, Bécsi út 96/B, 1034 Budapest, Hungary.

Sensors (Basel, Switzerland)
|April 12, 2022
PubMed
Summary

Standardizing performance evaluation for robot-assisted minimally invasive surgery (RAMIS) automation is crucial. This study proposes novel methodologies and models to address the lack of established metrics for surgical subtask automation.

Keywords:
RAMISpartial automationrobot surgery benchmarkingrobot surgery validation

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Area of Science:

  • Robotics in Medicine
  • Surgical Technology
  • Automation and Control

Background:

  • Robot-assisted minimally invasive surgery (RAMIS) has advanced surgical practices over the past two decades.
  • Partial autonomy in RAMIS is considered the next frontier, aiming to reduce surgeon fatigue and cognitive load by automating repetitive subtasks.
  • Currently, a lack of standardized evaluation methods, metrics, and benchmarks hinders progress in surgical subtask automation.

Purpose of the Study:

  • To propose standard methodologies for performance evaluation in surgical subtask automation.
  • To address the void in research regarding standardized metrics for automated surgical procedures.
  • To facilitate objective comparison and advancement of autonomous surgical systems.

Main Methods:

  • Introduction of a novel characterization model for surgical automation.
  • Overview and analysis of existing metrics for performance evaluation and comparison.
  • Presentation of a workflow model to guide researchers in metric selection and application.
  • Identification of existing and potential benchmark systems for surgical automation.

Main Results:

  • A comprehensive characterization model for surgical automation is presented.
  • Existing performance evaluation metrics are analyzed, highlighting their limitations.
  • A workflow model is proposed to aid researchers in selecting appropriate metrics.
  • The necessity for standardized benchmarks in surgical automation is articulated.

Conclusions:

  • Standardized methodologies and benchmarks are essential for the advancement of surgical subtask automation in RAMIS.
  • The proposed characterization and workflow models provide a framework for consistent performance evaluation.
  • Addressing human-machine interface quality, robustness, and legal/ethical considerations is vital for the successful implementation of surgical autonomy.