School of Computer Science, University of Manchester, Manchester, UK.
Sci Rep. 2019 Aug 5;9(1):11300. doi: 10.1038/s41598-019-47830-0.
We examine the impact of the presentation of a patient's clinical history on subsequent visual appraisal and interpretation accuracy of electrocardiograms (ECGs). Healthcare-practitioners (N = 31) skilled in 12-lead ECG interpretation took part in a repeated-measures experiment with counterbalancing viewing 9 ECGs on a computer screen in two separate conditions: with/without an associated patient-history. A Hellinger-distance calculation was applied using a permutation test to eye-movement transitions at two granularity levels: between the ECG leads, and between smaller grid-cells, whose size was determined via data-driven clustering of the fixation points. Findings indicate that presentation of clinical-history does affect accuracy of interpretation in one ECG. Visual-behavior differed as a function of both history presentation and accuracy when considering transitions between the data-driven grid units (using a fine granularity, and able to show attention to parts of the waveform). Differences in visual-behavior at waveform level demonstrate an influence of patient-history and expertise that are not detected at the lead level. Visual-behaviour differs according to whether a patient-history is presented, and whether a clinician provides an accurate interpretation. This difference is evident in how the waveform itself is viewed, and is less present at the coarse granularity of visual transitions between leads. To understand how clinicians interpret ECGs, and potentially other medical images, visual transitions should be considered at a fine level of granularity, determined in a data-driven fashion.
我们考察了呈现患者临床病史对后续心电图(ECG)视觉评估和解读准确性的影响。具有 12 导联 ECG 解读技能的医疗保健从业者(N=31)参与了一项重复测量实验,在两种不同条件下在计算机屏幕上查看 9 份心电图:有/无相关的患者病史。使用排列检验和赫林格距离计算对眼动过渡进行了分析,在两个粒度级别上:ECG 导联之间,以及通过对注视点进行数据驱动聚类确定大小的更小网格单元之间。研究结果表明,呈现临床病史确实会影响对一份 ECG 的解读准确性。视觉行为不仅取决于病史呈现和准确性,还取决于数据驱动网格单元之间的转换(使用精细的粒度,能够显示对波形部分的关注)。在波形级别上的视觉行为差异表明,患者病史和专业知识存在影响,而在导联级别上则无法检测到。视觉行为根据是否呈现患者病史以及临床医生是否提供准确的解释而有所不同。这种差异在观察波形本身时很明显,在导联之间的视觉过渡的粗粒度上则不太明显。为了理解临床医生如何解读 ECG 以及可能的其他医学图像,应该在数据驱动的方式下以精细的粒度级别来考虑视觉过渡。