Webcam-based eye-tracking to measure visual expertise of medical students during online histology training.

IF 1.5 Q2 EDUCATION, SCIENTIFIC DISCIPLINES
GMS Journal for Medical Education Pub Date : 2023-09-15 eCollection Date: 2023-01-01 DOI:10.3205/zma001642
Dogus Darici, Carsten Reissner, Markus Missler
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引用次数: 1

Abstract

Objectives: Visual expertise is essential for image-based tasks that rely on visual cues, such as in radiology or histology. Studies suggest that eye movements are related to visual expertise and can be measured by near-infrared eye-tracking. With the popularity of device-embedded webcam eye-tracking technology, cost-effective use in educational contexts has recently become amenable. This study investigated the feasibility of such methodology in a curricular online-only histology course during the 2021 summer term.

Methods: At two timepoints (t1 and t2), third-semester medical students were asked to diagnose a series of histological slides while their eye movements were recorded. Students' eye metrics, performance and behavioral measures were analyzed using variance analyses and multiple regression models.

Results: First, webcam-eye tracking provided eye movement data with satisfactory quality (mean accuracy=115.7 px±31.1). Second, the eye movement metrics reflected the students' proficiency in finding relevant image sections (fixation count on relevant areas=6.96±1.56 vs. irrelevant areas=4.50±1.25). Third, students' eye movement metrics successfully predicted their performance (R2adj=0.39, p<0.001).

Conclusion: This study supports the use of webcam-eye-tracking expanding the range of educational tools available in the (digital) classroom. As the students' interest in using the webcam eye-tracking was high, possible areas of implementation will be discussed.

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基于网络摄像头的眼动追踪,用于测量医学生在在线组织学培训期间的视觉专业知识。
目标:视觉专业知识对于依赖视觉提示的基于图像的任务至关重要,例如在放射学或组织学中。研究表明,眼动与视觉专业知识有关,可以通过近红外眼动追踪来测量。随着设备嵌入式网络摄像头眼动追踪技术的普及,在教育环境中的成本效益应用最近变得可行。本研究调查了这种方法在2021年夏季学期仅在线组织学课程中的可行性。方法:在两个时间点(t1和t2),第三学期医学生被要求诊断一系列组织学幻灯片,同时记录他们的眼球运动。采用方差分析和多元回归模型对学生的视力指标、表现和行为指标进行分析。结果:首先,网络摄像头眼动追踪提供了令人满意的眼动数据质量(平均准确度=115.7px±31.1)。其次,眼动指标反映了学生在寻找相关图像片段方面的熟练程度(相关区域的注视计数=6.96±1.56,而不相关区域的凝视计数=4.50±1.25),学生的眼动指标成功地预测了他们的表现(R2adj=0.39,P结论:这项研究支持使用网络摄像头眼动追踪,扩大了(数字)课堂中可用的教育工具的范围。由于学生对使用网络摄像头眼动追踪的兴趣很高,将讨论可能的实施领域。
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来源期刊
GMS Journal for Medical Education
GMS Journal for Medical Education EDUCATION, SCIENTIFIC DISCIPLINES-
CiteScore
3.40
自引率
12.50%
发文量
30
审稿时长
25 weeks
期刊介绍: GMS Journal for Medical Education (GMS J Med Educ) – formerly GMS Zeitschrift für Medizinische Ausbildung – publishes scientific articles on all aspects of undergraduate and graduate education in medicine, dentistry, veterinary medicine, pharmacy and other health professions. Research and review articles, project reports, short communications as well as discussion papers and comments may be submitted. There is a special focus on empirical studies which are methodologically sound and lead to results that are relevant beyond the respective institution, profession or country. Please feel free to submit qualitative as well as quantitative studies. We especially welcome submissions by students. It is the mission of GMS Journal for Medical Education to contribute to furthering scientific knowledge in the German-speaking countries as well as internationally and thus to foster the improvement of teaching and learning and to build an evidence base for undergraduate and graduate education. To this end, the journal has set up an editorial board with international experts. All manuscripts submitted are subjected to a clearly structured peer review process. All articles are published bilingually in English and German and are available with unrestricted open access. Thus, GMS Journal for Medical Education is available to a broad international readership. GMS Journal for Medical Education is published as an unrestricted open access journal with at least four issues per year. In addition, special issues on current topics in medical education research are also published. Until 2015 the journal was published under its German name GMS Zeitschrift für Medizinische Ausbildung. By changing its name to GMS Journal for Medical Education, we wish to underline our international mission.
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