Schwartz Tayler M, Hillis Stephen L, Sridharan Radhika, Lukyanchenko Olga, Geiser William, Whitman Gary J, Wei Wei, Haygood Tamara Miner
Brown University, Warren Alpert Medical School, Providence, Rhode Island, United States.
University of Iowa City, Iowa City, Iowa, United States.
J Med Imaging (Bellingham). 2020 Mar;7(2):022408. doi: 10.1117/1.JMI.7.2.022408. Epub 2020 Feb 3.
Computer-aided detection (CAD) alerts radiologists to findings potentially associated with breast cancer but is notorious for creating false-positive marks. Although a previous paper found that radiologists took more time to interpret mammograms with more CAD marks, our impression was that this was not true in actual interpretation. We hypothesized that radiologists would selectively disregard these marks when present in larger numbers. We performed a retrospective review of bilateral digital screening mammograms. We use a mixed linear regression model to assess the relationship between number of CAD marks and ln (interpretation time) after adjustment for covariates. Both readers and mammograms were treated as random sampling units. Ten radiologists, with median experience after residency of 12.5 years (range 6 to 24) interpreted 1832 mammograms. After accounting for number of images, Breast Imaging Reporting and Data System category, and breast density, the number of CAD marks was positively associated with longer interpretation time, with each additional CAD mark proportionally increasing median interpretation time by 4.35% for a typical reader. We found no support for our hypothesis that radiologists will selectively disregard CAD marks when they are present in larger numbers.
计算机辅助检测(CAD)会提醒放射科医生注意可能与乳腺癌相关的影像表现,但它因产生假阳性标记而声名狼藉。尽管之前有一篇论文发现,放射科医生解读带有更多CAD标记的乳房X光片会花费更多时间,但我们的印象是,在实际解读中并非如此。我们推测,当CAD标记数量较多时,放射科医生会有选择地忽略这些标记。我们对双侧数字化筛查乳房X光片进行了回顾性研究。我们使用混合线性回归模型,在对协变量进行调整后,评估CAD标记数量与ln(解读时间)之间的关系。将阅片者和乳房X光片都视为随机抽样单位。10名放射科医生解读了1832张乳房X光片,他们在完成住院医师培训后的中位工作经验为12.5年(范围为6至24年)。在考虑了图像数量、乳腺影像报告和数据系统(BI-RADS)分类以及乳房密度后,CAD标记数量与更长的解读时间呈正相关,对于一名普通阅片者而言,每增加一个CAD标记,中位解读时间会相应增加4.35%。我们的推测是,当CAD标记数量较多时放射科医生会有选择地忽略它们,但我们并未找到支持这一推测的证据。