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Diagnostic performance of radiologists with and without different CAD systems for mammography

机译:带有和不带有不同X线计算机辅助诊断系统的放射线医师的诊断性能

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The purpose of this study is the evaluation of the variation of performance in terms of sensitivity and specificity of two radiologists with different experience in mammography, with and without the assistance of two different CAD systems. The CAD considered are SecondLook~(TM) (CADx Medical Systems, Canada), and CALMA (Computer Assisted Library in MAmmography). The first is a commercial system, the other is the result of a a research project, supported by INFN (Istituto Nazionale di Fisica Nucleare, Italy); their characteristics have been already reported in literature. To compare the results with and without these tools, a dataset composed by 70 images of patients with cancer (biopsy proven) and 120 images of healthy breasts (with a three years follow up) has been collected. All the images have been digitized and analysed by two CAD, then two radiologists with respectively 6 and 2 years of experience in mammography indipendently made their diagnosis without and with, the support of the two CAD systems. In this work sensitivity and specificity variation, the A_z area under the ROC curve, are reported. The results show that the use of a CAD allows for a substantial increment in sensitivity and a less pronounced decrement in specificity. The extent of these effects depends on the experience of the readers and is comparable for the two CAD considered.
机译:这项研究的目的是在有或没有两种不同的CAD系统的帮助下,根据在X线摄影方面有不同经验的两名放射线医师对敏感性和特异性的表现变化进行评估。所考虑的CAD是SecondLook〜(TM)(加拿大CADx医疗系统)和CALMA(乳腺钼靶计算机辅助图书馆)。第一个是商业系统,第二个是一个研究项目的结果,该研究项目得到了国际非核武器联盟的支持(意大利国际电联核电研究所);它们的特征已经在文献中报道过。为了比较使用和不使用这些工具的结果,收集了一个数据集,该数据集由70例癌症患者的图像(经活检证实)和120例健康乳房的图像(进行了三年随访)组成。所有图像均已通过两个CAD进行了数字化和分析,然后分别在X线摄影方面有6年和2年经验的两位放射线医师在没有和使用两个CAD系统的支持下分别进行了诊断。在这项工作的敏感性和特异性变化中,报告了ROC曲线下的A_z区域。结果表明,CAD的使用可显着提高灵敏度,并降低特异性。这些影响的程度取决于读者的经验,并且与所考虑的两个CAD相当。

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