Novel platform for development, training, and validation of computer-assisted detection/diagnosis software
Novel platform for development, training, and validation of computer-assisted detection/diagnosis software
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DOI：
10.1007/s11548-020-02132-z
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发表时间：
2020-03
影响因子：
3
通讯作者：
Y. Nomura;S. Miki;N. Hayashi;S. Hanaoka;Issei Sato;T. Yoshikawa;Y. Masutani;O. Abe
中科院分区：
文献类型：
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作者：
Y. Nomura;S. Miki;N. Hayashi;S. Hanaoka;Issei Sato;T. Yoshikawa;Y. Masutani;O. Abe
目的建立一个新颖的、开源的、纯基于网络的平台系统，以解决计算机辅助检测/诊断（CAD）软件开发和临床使用中的问题。新的平台系统将取代现有的CAD软件开发和验证系统，即联合解决方案放射学计算临床基础设施（CIRCUS）。方法在我们的新系统中，用户可见的两个顶层应用是基于web的图像数据库（CIRCUS DB; database）和基于Docker插件的CAD执行平台（CIRCUS CS；临床服务器）。这些应用程序构建在共享的应用程序编程接口服务器、三维图像查看器组件和图像存储库之上。结果我们成功地将我们的新系统安装到两个临床站点的Linux服务器上。在CIRCUS DB共登记了1954例病例。我们一直在使用CIRCUS CS和四个基于docker的CAD插件。结论我们成功构建了一个新版的CIRCUS系统。我们的平台在两个临床站点成功实现，我们计划将其作为开源软件项目发布。
PurposeTo build a novel, open-source, purely web-based platform system to address problems in the development and clinical use of computer-assisted detection/diagnosis (CAD) software. The new platform system will replace the existing system for the development and validation of CAD software, Clinical Infrastructure for Radiologic Computation of United Solutions (CIRCUS).MethodsIn our new system, the two top-level applications visible to users are the web-based image database (CIRCUS DB; database) and the Docker plug-in-based CAD execution platform (CIRCUS CS; clinical server). These applications are built on top of a shared application programming interface server, a three-dimensional image viewer component, and an image repository.ResultsWe successfully installed our new system into a Linux server at two clinical sites. A total of 1954 cases were registered in CIRCUS DB. We have been utilizing CIRCUS CS with four Docker-based CAD plug-ins.ConclusionsWe have successfully built a new version of the CIRCUS system. Our platform was successfully implemented at two clinical sites, and we plan to publish it as an open-source software project.