Objective Assessment of Endovascular Navigation Skills with Force Sensing

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Title: Objective Assessment of Endovascular Navigation Skills with Force Sensing
Authors: Rafii-Tari, H
Payne, CJ
Bicknell, C
Kwok, K-W
Cheshire, NJW
Riga, C
Yang, G-Z
Item Type: Journal Article
Abstract: Despite the increasing popularity of endovascular intervention in clinical practice, there remains a lack of objective and quantitative metrics for skill evaluation of endovascular techniques. Data relating to the forces exerted during endovascular procedures and the behavioral patterns of endovascular clinicians is currently limited. This research proposes two platforms for measuring tool forces applied by operators and contact forces resulting from catheter–tissue interactions, as a means of providing accurate, objective metrics of operator skill within a realistic simulation environment. Operator manipulation patterns are compared across different experience levels performing various complex catheterization tasks, and different performance metrics relating to tool forces, catheter motion dynamics, and forces exerted on the vasculature are extracted. The results depict significant differences between the two experience groups in their force and motion patterns across different phases of the procedures, with support vector machine (SVM) classification showing cross-validation accuracies as high as 90% between the two skill levels. This is the first robust study, validated across a large pool of endovascular specialists, to present objective measures of endovascular skill based on exerted forces. The study also provides significant insights into the design of optimized metrics for improved training and performance assessment of catheterization tasks.
Issue Date: 8-Feb-2017
Date of Acceptance: 3-Jan-2017
URI: http://hdl.handle.net/10044/1/48688
DOI: https://dx.doi.org/10.1007/s10439-017-1791-y
ISSN: 0090-6964
Publisher: SPRINGER
Start Page: 1315
End Page: 1327
Journal / Book Title: ANNALS OF BIOMEDICAL ENGINEERING
Volume: 45
Issue: 5
Copyright Statement: © 2017 The Author(s). Open Access. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
Sponsor/Funder: Engineering & Physical Science Research Council (EPSRC)
Funder's Grant Number: EP/N024877/1
Keywords: Science & Technology
Technology
Engineering, Biomedical
Engineering
Endovascular intervention
Force sensing
Skill assessment
Haptic and navigation cues
Classification of skill
Catheter manipulation
Robotic catheterization
COMPLICATIONS
CONTACT
Biomedical Engineering
11 Medical And Health Sciences
09 Engineering
Publication Status: Published
Appears in Collections:Faculty of Engineering
Division of Surgery
Computing
Faculty of Medicine



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