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Actual versus Intended Use of CAD Systems in the Clinical Environment

机译:临床环境中CAD系统的实际使用与预期使用

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摘要

Although computer-aided detection (CAD) systems were designed and approved for and are assumed to be used as a "second-reader", namely radiologists are expected to interpret mammograms and detect suspected abnormalities (i.e., micro-calcification clusters and masses) independently before viewing CAD results, it is not clear whether radiologists in a busy clinical environment follow the intended use. In this study, we observed ten experienced radiologists during the clinical reading of 635 mammography examinations and recorded their workflow pattern in terms of the use of CAD. The observations suggest that for detecting micro-calcification clusters only a few radiologists actually used a magnifying glass to carefully and systematically scan all images. Areas in which no CAD cues were identified for micro-calcifications were largely discarded. The majority of radiologists used CAD for identification micro-calcifications clusters almost as a "pre-screening" tool. In less than 15% of cases with CAD cues for micro-calcifications cluster the radiologists actually scanned the complete set of images for possible additional clusters. The majority of more careful searches were performed by only three radiologists who voluntarily admitted they knew they were an exception in regards to their reading style and admitted they personally believed they were also "slower". CAD marks of possible masses were often discarded by the majority of the radiologists in particular when cues appeared only on one view. We found that there was a large difference between the use of CAD for detection of micro-calcifications clusters and masses. In addition, radiologists frequently use CAD in a manner that is substantially different than originally intended.
机译:尽管计算机辅助检测(CAD)系统是经过设计和批准的,并假定用作“第二阅读器”,但是放射线医师应独立解释乳房X线照片并检测可疑异常(即微钙化簇和质量)。在查看CAD结果之前,尚不清楚在繁忙的临床环境中的放射科医生是否遵循预期的用途。在这项研究中,我们在临床635次乳房X线检查的临床阅读过程中观察了10位经验丰富的放射科医生,并根据CAD的使用记录了他们的工作流程模式。观察结果表明,只有少数放射科医生实际使用放大镜来仔细,系统地扫描所有图像,以检测微钙化簇。没有发现可用于微钙化的CAD提示的区域被大量丢弃。大多数放射科医生几乎将CAD用于识别微钙化簇,这几乎是一种“预筛查”工具。在不到15%的具有微细钙化CAD提示的病例中,放射科医生实际上扫描了整套图像以寻找可能的附加簇。大多数更仔细的搜索仅由三名放射科医生进行,他们自愿承认他们知道阅读风格是一个例外,并承认他们个人认为自己也“较慢”。可能的质量的CAD标记通常被大多数放射科医生丢弃,特别是当提示仅出现在一个视图上时。我们发现使用CAD检测微钙化簇和质量之间存在很大差异。此外,放射科医生经常以与最初预期的方式大不相同的方式使用CAD。

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