Schill Hayden M, Gray Samantha M, Brady Timothy F
University of California, San Diego, Department of Psychology, La Jolla, California, United States.
Northwestern University, Feinberg School of Medicine, Evanston, Illinois, United States.
J Med Imaging (Bellingham). 2023 Feb;10(Suppl 1):S11910. doi: 10.1117/1.JMI.10.S1.S11910. Epub 2023 May 17.
Hindsight bias-where people falsely believe they can accurately predict something once they know about it-is a pervasive decision-making phenomenon, including in the interpretation of radiological images. Evidence suggests it is not only a decision-making phenomenon but also a visual perception one, where prior information about an image enhances our visual perception of the contents of that image. The current experiment investigates to what extent expert radiologists perceive mammograms with visual abnormalities differently when they know what the abnormality is (a visual hindsight bias), above and beyond being biased at a decision level.
experienced mammography readers were presented with a series of unilateral abnormal mammograms. After each case, they were asked to rate their confidence on a 6-point scale that ranged from confident mass to confident calcification. We used the random image structure evolution method, where the images repeated in an unpredictable order and with varied noise, to ensure any biases were visual, not cognitive.
Radiologists who first saw an original image with no noise were more accurate in the max noise level condition [area under the curve ] than those who first saw the degraded images (; difference: ), suggesting that radiologists' visual perception of medical images is enhanced by prior visual experience with the abnormality.
Overall, these results provide evidence that expert radiologists experience not only decision level but also visual hindsight bias, and have potential implications for negligence lawsuits.
后见之明偏差(即人们一旦知晓某件事,就错误地认为自己能够准确预测它)是一种普遍存在的决策现象,在医学影像解读中也不例外。有证据表明,它不仅是一种决策现象,也是一种视觉感知现象,即关于图像的先验信息会增强我们对该图像内容的视觉感知。当前的实验旨在探究,在已知异常情况(视觉后见之明偏差)时,专家放射科医生对存在视觉异常的乳房X光片的感知会在多大程度上有所不同,以及这种偏差在决策层面之外的情况。
向有经验的乳房X光片阅片者展示一系列单侧异常的乳房X光片。看完每个病例后,要求他们在一个从确定为肿块到确定为钙化的6分制量表上对自己的信心进行评分。我们使用随机图像结构演变方法,即图像以不可预测的顺序重复出现且噪声不同,以确保任何偏差都是视觉上的,而非认知上的。
先看到无噪声原始图像的放射科医生在最大噪声水平条件下[曲线下面积]比先看到退化图像的医生更准确(;差异:),这表明放射科医生对医学图像的视觉感知会因对异常情况的先前视觉经验而增强。
总体而言,这些结果证明专家放射科医生不仅在决策层面,而且在视觉后见之明偏差方面都存在这种现象,这对过失诉讼可能具有潜在影响。