Objective Assessment of Endovascular Navigation Skills with Force Sensing
File(s)10.1007%2Fs10439-017-1791-y.pdf (1.82 MB)
Published version
Author(s)
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.
Date Issued
2017-02-08
Date Acceptance
2017-01-03
Citation
ANNALS OF BIOMEDICAL ENGINEERING, 2017, 45 (5), pp.1315-1327
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
Engineering & Physical Science Research Council (EPSRC)
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000399805600015&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Grant Number
EP/N024877/1
Subjects
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