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Potential clinical impact of advanced imaging and computer-aided diagnosis in chest radiology: importance of radiologist’s role and successful observer study

机译:先进的影像学和计算机辅助诊断对胸部放射学的潜在临床影响:放射科医生的作用和成功的观察者研究的重要性

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摘要

This review paper is based on our research experience in the past 30 years. The importance of radiologists’ role is discussed in the development or evaluation of new medical images and of computer-aided detection (CAD) schemes in chest radiology. The four main topics include (1) introducing what diseases can be included in a research database for different imaging techniques or CAD systems and what imaging database can be built by radiologists, (2) understanding how radiologists’ subjective judgment can be combined with technical objective features to improve CAD performance, (3) sharing our experience in the design of successful observer performance studies, and (4) finally, discussing whether the new images and CAD systems can improve radiologists’ diagnostic ability in chest radiology. In conclusion, advanced imaging techniques and detection/classification of CAD systems have a potential clinical impact on improvement of radiologists’ diagnostic ability, for both the detection and the differential diagnosis of various lung diseases, in chest radiology.
机译:本文是根据我们过去30年的研究经验撰写的。在开发或评估新的医学图像以及胸部放射学中的计算机辅助检测(CAD)方案中,讨论了放射科医生的作用的重要性。四个主要主题包括:(1)介绍针对不同成像技术或CAD系统的研究数据库中可以包括哪些疾病,以及放射科医生可以建立哪些成像数据库;(2)了解放射科医生的主观判断如何与技术目标相结合(3)分享我们在成功的观察者性能研究设计中的经验,以及(4)最后,讨论新的图像和CAD系统是否可以提高放射科医生对胸部放射学的诊断能力。总而言之,先进的成像技术和CAD系统的检测/分类对提高放射科医生在胸部放射学中各种肺部疾病的检测和鉴别诊断的诊断能力具有潜在的临床影响。

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