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Exploring the Relationship Between Eye Movements and Electrocardiogram Interpretation Accuracy

机译:探索眼动与心电图解释准确性之间的关系

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摘要

Interpretation of electrocardiograms (ECGs) is a complex task involving visual inspection. This paper aims to improve understanding of how practitioners perceive ECGs, and determine whether visual behaviour can indicate differences in interpretation accuracy. A group of healthcare practitioners (n = 31) who interpret ECGs as part of their clinical role were shown 11 commonly encountered ECGs on a computer screen. The participants’ eye movement data were recorded as they viewed the ECGs and attempted interpretation. The Jensen-Shannon distance was computed for the distance between two Markov chains, constructed from the transition matrices (visual shifts from and to ECG leads) of the correct and incorrect interpretation groups for each ECG. A permutation test was then used to compare this distance against 10,000 randomly shuffled groups made up of the same participants. The results demonstrated a statistically significant (α  0.05) result in 5 of the 11 stimuli demonstrating that the gaze shift between the ECG leads is different between the groups making correct and incorrect interpretations and therefore a factor in interpretation accuracy. The results shed further light on the relationship between visual behaviour and ECG interpretation accuracy, providing information that can be used to improve both human and automated interpretation approaches.
机译:心电图(ECG)的解释是一项复杂的任务,涉及视觉检查。本文旨在增进对从业者如何感知心电图的理解,并确定视觉行为是否可以指示解释准确性。一组将ECG解释为临床角色一部分的医疗从业人员(n = 31)在计算机屏幕上显示了11种常见的ECG。参与者在观看心电图并尝试解释时记录了他们的眼动数据。 Jensen-Shannon距离是针对两个马尔可夫链之间的距离计算的,该距离是根据每个ECG正确和不正确的解释组的过渡矩阵(从ECG引线到ECG引线的视觉转换)构造的。然后使用排列检验比较该距离与由相同参与者组成的10,000个随机混洗的组的距离。结果表明,在11种刺激物中,有5种具有统计学意义(α0.05),表明ECG导联之间的视线移动在做出正确和错误解释的组之间是不同的,因此是解释准确性的一个因素。结果进一步阐明了视觉行为与ECG解释准确性之间的关系,提供了可用于改善人工和自动解释方法的信息。

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