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计算机辅助检测(CAD)设备的评估

Evaluation of computer-aided detection (CAD) devices.

作者信息

Taylor P, Given-Wilson R M

机构信息

Centre for Health Informatics and Multiprofessional Education, University College London, London.

出版信息

Br J Radiol. 2005;78 Spec No 1:S26-30. doi: 10.1259/bjr/84545410.

DOI:10.1259/bjr/84545410
PMID:15917442
Abstract

We present a review of three major UK studies of computer-aided detection (CAD) for mammography. A short account of the motivation, methods and results is given for each of the three. A number of conclusions are drawn, particularly about the merits and difficulties of research in the field. The first two studies measured the impact of CAD on the sensitivity and specificity of film readers interpreting cases with known outcomes displayed on rollers with an artificially high frequency of cancers. In the first study 50 film readers each read 180 cases, including 60 cancers (40 screen-detected and 20 interval). In the second study 35 film readers viewed 120 cases including 44 cancers, of which 40 were selected to be difficult cases that CAD prompted correctly. The third study was carried out prospectively. 6111 films were independently double read by film readers who recorded a judgement before and after viewing CAD prompts. In addition to this, intraobserver measure of the impact of CAD, we compared the cancer detection rate in these cases with that in 1339 cases read over the same period without the benefit of CAD. None of the three studies showed a statistically significant effect attributable to CAD. There is evidence that a high proportion of missed cancers are prompted and that "emphasised" prompts, which have a greater positive predictive value, have a stronger impact on decision-making that other prompts.

摘要

我们对英国三项主要的乳腺钼靶计算机辅助检测(CAD)研究进行了综述。对这三项研究中的每一项,都简要介绍了其动机、方法和结果。得出了一些结论,特别是关于该领域研究的优点和困难。前两项研究测量了CAD对解读在人工设定高癌症发生率的滚轴上显示的已知结果病例的胶片阅片者的敏感性和特异性的影响。在第一项研究中,50名胶片阅片者每人阅读180个病例,包括60个癌症病例(40个筛查发现的和20个间期发现的)。在第二项研究中,35名胶片阅片者查看了120个病例,包括44个癌症病例,其中40个被选为CAD正确提示的疑难病例。第三项研究是前瞻性进行的。6111张胶片由胶片阅片者独立进行双次阅片,阅片者在查看CAD提示前后记录判断结果。除此之外,作为对CAD影响的观察者内测量,我们将这些病例中的癌症检出率与同期在没有CAD帮助的情况下阅读的1339个病例中的癌症检出率进行了比较。这三项研究均未显示出CAD有统计学上的显著效果。有证据表明,很大一部分漏诊的癌症得到了提示,并且具有更高阳性预测值的“强化”提示对决策的影响比其他提示更强。

相似文献

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Evaluation of computer-aided detection (CAD) devices.计算机辅助检测(CAD)设备的评估
Br J Radiol. 2005;78 Spec No 1:S26-30. doi: 10.1259/bjr/84545410.
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Effect of computer-aided detection on independent double reading of paired screen-film and full-field digital screening mammograms.计算机辅助检测对配对的屏-片乳腺钼靶和全视野数字化乳腺钼靶独立双人阅片的影响。
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Assessing the impact of CAD on the sensitivity and specificity of film readers.评估计算机辅助检测(CAD)对胶片阅片者敏感度和特异度的影响。
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引用本文的文献

1
Is computer aided detection (CAD) cost effective in screening mammography? A model based on the CADET II study.计算机辅助检测(CAD)在乳腺 X 线筛查中是否具有成本效益?基于 CADET II 研究的模型。
BMC Health Serv Res. 2011 Jan 17;11:11. doi: 10.1186/1472-6963-11-11.
2
Evaluating the effect of image preprocessing on an information-theoretic CAD system in mammography.评估图像预处理对乳腺钼靶摄影中基于信息论的计算机辅助检测系统的影响。
Acad Radiol. 2008 May;15(5):626-34. doi: 10.1016/j.acra.2007.12.013.