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Applying the 'European protocol for the quality control of the physical and technical aspects of mammography screening' threshold contrast visibility assessment to digital systems

机译:应用“欧洲议定书”对乳房X线摄影筛查筛选对比可见性评估的物理和技术方面的质量控制对比数字系统

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The need to assure the image quality of digital systems for mammography screening applications is now widely recognized. One approach is embodied in Part B of the European Protocol for the Quality Control of the Physical and Technical Aspects of Mammography Screening (EPQCM), which prescribes criteria for several interconnected image quality metrics. The focus of this study is on the "threshold contrast visibility" (TCV) protocol (section 2.4.1 of the EPQCM), in which human observers score images of a CDMAM or similar 4-AFC phantom. This section of the EPQCM currently omits many critical experimental details, which must be gleaned from ancillary documents. Given these, the purpose of this study is to quantify the effects of several remaining experimental variables, including phantom design, and the methods used for scoring and analysis, on the measured results. Preliminary studies of two CDMAM version 3.4 (CDMAM 3.4) phantoms have revealed a 17% difference in TCV when averaged over all target diameters from 0.1 to 2.0 mm. This indicates phantom variability may affect results at some sites. More importantly, we have shown that the current CDMAM phantom design, methods for scoring, and analysis, substantially limit the ability to measure system performance accurately and precisely. An improved phantom design has been shown to avoid these limitations. Viewing environment and presentation context affect the performance and efficiency of visual scoring of phantom images. An automated display tool has been developed that isolates individual 4-AFC targets of CDMAM phantom images, automatically optimizes window/level, and automatically records observers' scores. While not substantially changing TCV, the tool has increased scoring efficiency while mitigating several of the limitations associated with unassisted visual scoring. For example, learning bias and navigational issues are completely avoided. Ultimately, software-based ideal observer scoring will likely prove to be a better approach. Statistical-decision-theory-based (SDT) analysis has been shown to mitigate limitations associated with the current CDMAM phantom and the ad hoc nearest-neighbor correcting (NNC) scoring method. NNC analysis is sensitive to the degree of incomplete scoring (stopping criteria). However, SDT substantially mitigates this problem, using all of the available data to derive thresholds that are more interpretable. Bootstrap sampling was used to provide an estimate of the standard error for SDT analysis. In conclusion, the current EPQCM section 2.4.1 protocol fails to measure TCV accurately and precisely enough to qualify digital mammography systems. This paper presents a series of recommendations that supplement section 2.4.1 of the EPQCM and that provide a stable and accurate measure of TCV.
机译:现在广泛地识别需要确保乳房X线摄影筛选应用的数字系统的图像质量。一种方法体现在欧洲乳房X线摄影筛查(EPQCM)物理方面的质量控制的欧洲协议的B部分中体现了,这规定了几个互连的图像质量指标的标准。本研究的重点是“阈值对比度能见度”(TCV)协议(EPQCM第2.4.1节),其中人类观察者将CDMAM或类似的4-AFC幻影的图像进行评分。 EPQCM的这一部分目前省略了许多关键的实验细节,必须从辅助文件中收集。鉴于这些,本研究的目的是量化若干剩余的实验变量,包括幻影设计的效果以及用于测量和分析的方法,以及用于测量结果的方法。两个CDMAM 3.4(CDMAM 3.4)幽灵对TCV的初步研究显示,当所有目标直径平均为0.1至2.0毫米时,TCV差异为17%。这表明幻影可变性可能会影响某些网站的结果。更重要的是,我们已经表明,当前CDMAM幻影设计,评分方法和分析,大大限制了准确,精确地测量系统性能的能力。已经显示出改进的幻影设计来避免这些限制。观看环境和演示文稿背景会影响幻影图像的视觉评分的性能和效率。已经开发了一种自动化显示工具,其隔离CDMAM Phantom图像的单个4-AFC目标,自动优化窗口/级别,并自动记录观察者的分数。虽然没有大幅改变TCV,但该工具增加了评分效率,同时减轻了与无统治视觉评分相关的几个限制。例如,完全避免了学习偏见和导航问题。最终,基于软件的理想观察者评分可能被证明是一种更好的方法。基于统计决策理论的(SDT)分析已被证明可以减轻与当前CDMAM幻像和AD HOC最近邻校正(NNC)评分方法相关联的限制。 NNC分析对不完全评分的程度敏感(停止标准)。但是,SDT基本上使用所有可用数据基本上减轻了这个问题,以导出更可解释的阈值。 Bootstrap采样用于提供SDT分析的标准误差的估计。总之,目前的EPQCM第2.4.1条议定书未能准确地测量TCV,足以足以符合数字乳房X线摄影系统。本文介绍了一系列建议,即EPQCM的第2.4.1节,并提供了稳定和准确的TCV衡量标准。

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