Using mobile eye tracking to measure cognitive load through gaze behavior during walking in lower limb prosthesis users: A preliminary assessment

IF 1.4 3区 医学 Q4 ENGINEERING, BIOMEDICAL
Sabina Manz , Thomas Schmalz , Michael Ernst , Thomas Maximilian Köhler , Jose Gonzalez-Vargas , Strahinja Dosen
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引用次数: 0

Abstract

Background

Lower limb amputation does not affect only physical and psychological functioning but the use of a prosthetic device can also lead to increased cognitive demands. Measuring cognitive load objectively is challenging, and therefore, most studies use questionnaires that are easy to apply but can suffer from subjective bias. Motivated by this, the present study investigated whether a mobile eye tracker can be used to objectively measure cognitive load by monitoring gaze behavior during a set of motor tasks.

Methods

Five prosthetic users and eight able-bodied controls participated in this study. Eye tracking data and kinematics were recorded during a set of motor tasks (level ground walking, walking on uneven terrain, obstacle avoidance, stairs up and ramp down, as well as ramp up and stairs down) while the participants were asked to focus their gaze on a visual target for as long as possible. Target fixation times and increase in pupil diameters were determined and correlated to subjective ratings of cognitive load.

Findings

Overall, target fixation time and pupil diameter showed strong negative and positive correlations, respectively, to the subjective rating of cognitive load in the able-bodied controls (−0.75 and 0.80, respectively). However, the individual correlation strength, and in some cases, even the sign, was different across participants. A similar trend could be observed in prosthetic users.

Interpretation

The results of this study showed that a mobile eye tracker may be used to estimate cognitive load in prosthesis users during locomotor tasks. This paves the way to establish a new approach to assessing cognitive load, which is objective and yet practical and simple to administer. Nevertheless, future studies should corroborate these results by comparing them to other objective measures as well as focus on translating the proposed approach outside of a laboratory.

利用移动眼动追踪技术,通过下肢假肢使用者行走时的注视行为测量认知负荷:初步评估
背景下肢截肢不仅影响生理和心理功能,使用假肢还可能导致认知需求增加。客观测量认知负荷具有挑战性,因此,大多数研究都使用易于应用但可能存在主观偏差的问卷。受此启发,本研究通过监测一组运动任务中的注视行为,探讨移动眼动仪是否可用于客观测量认知负荷。在一组运动任务(平地行走、在不平坦的地形上行走、避开障碍物、上楼梯和下楼梯以及上斜坡和下楼梯)中记录了眼动跟踪数据和运动学数据,同时要求参与者将目光尽可能长时间地集中在一个视觉目标上。研究结果总体而言,目标固定时间和瞳孔直径的增加分别与健全对照组认知负荷的主观评分呈强烈的负相关和正相关(分别为-0.75和0.80)。然而,不同参与者之间的相关强度不同,在某些情况下甚至连符号也不同。本研究结果表明,移动眼动仪可用于估算假肢使用者在运动任务中的认知负荷。这为建立一种客观、实用、简单的认知负荷评估新方法铺平了道路。不过,未来的研究应将这些结果与其他客观测量方法进行比较,并将重点放在将所建议的方法转化为实验室以外的方法。
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来源期刊
Clinical Biomechanics
Clinical Biomechanics 医学-工程:生物医学
CiteScore
3.30
自引率
5.60%
发文量
189
审稿时长
12.3 weeks
期刊介绍: Clinical Biomechanics is an international multidisciplinary journal of biomechanics with a focus on medical and clinical applications of new knowledge in the field. The science of biomechanics helps explain the causes of cell, tissue, organ and body system disorders, and supports clinicians in the diagnosis, prognosis and evaluation of treatment methods and technologies. Clinical Biomechanics aims to strengthen the links between laboratory and clinic by publishing cutting-edge biomechanics research which helps to explain the causes of injury and disease, and which provides evidence contributing to improved clinical management. A rigorous peer review system is employed and every attempt is made to process and publish top-quality papers promptly. Clinical Biomechanics explores all facets of body system, organ, tissue and cell biomechanics, with an emphasis on medical and clinical applications of the basic science aspects. The role of basic science is therefore recognized in a medical or clinical context. The readership of the journal closely reflects its multi-disciplinary contents, being a balance of scientists, engineers and clinicians. The contents are in the form of research papers, brief reports, review papers and correspondence, whilst special interest issues and supplements are published from time to time. Disciplines covered include biomechanics and mechanobiology at all scales, bioengineering and use of tissue engineering and biomaterials for clinical applications, biophysics, as well as biomechanical aspects of medical robotics, ergonomics, physical and occupational therapeutics and rehabilitation.
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