Luo Ping, Qian Wei, Romilly Pat
University of South Florida, Tampa, 33612-9497, USA.
Acad Radiol. 2005 Aug;12(8):1039-48. doi: 10.1016/j.acra.2005.04.011.
Although computer-aided detection (CAD) improves the diagnosis rate of early breast cancer, it has not been well integrated into radiology residency and technician training program. Moreover, CAD performance studies ignore the reader's training and experience with CAD. The purpose of this study was to investigate whether CAD training via a cognitive-perceptual based hypermedia program has effects on the performance studies of mammogram reading.
Three observers read a pretest set of 80 breast cancer cases (43 negative, 23 benign, and 14 malignant cancer cases). During 4 weeks' training, the observers used a hypermedia instructional program in CAD-aided mammography interpretation. The program includes modules of CAD attention-focusing schemes, CAD procedural knowledge, and case-based simulations in mammography interpretation in consensus with CAD. By the end of the fourth week of the training, they reviewed a posttest set of cases. Data were analyzed with multireader, multicase receiver operating characteristic methods.
Three readers performed better in mammogram reading after training in CAD knowledge than they did before CAD training. CAD training and experience improved the performance of CAD-aided mammography interpretation.
A statistically significant difference was found in each observer's performance in CAD-aided mammogram reading before and after the training. CAD training will influence the perception, recognition, and interpretation of early breast cancer and CAD performance studies. Furthermore, the young generation of radiologic professionals can have more training in various attention-focusing features, declarative knowledge, procedural knowledge, and conditional knowledge of CAD and incorporate them into their knowledge base and strategic processing for the purpose of improving the accuracy of mammography interpretation performance.
尽管计算机辅助检测(CAD)提高了早期乳腺癌的诊断率,但它尚未很好地融入放射科住院医师和技术人员培训项目。此外,CAD性能研究忽略了读者对CAD的培训和经验。本研究的目的是调查通过基于认知感知的超媒体程序进行CAD培训是否对乳腺钼靶阅读的性能研究有影响。
三名观察者阅读了一组包含80例乳腺癌病例的预测试集(43例阴性、23例良性和14例恶性癌症病例)。在为期4周的培训期间,观察者使用了一个超媒体教学程序进行CAD辅助乳腺钼靶解读。该程序包括CAD注意力聚焦方案模块、CAD程序知识模块以及与CAD一致的乳腺钼靶解读中的基于病例的模拟模块。在培训的第四周结束时,他们回顾了一组后测试病例。数据采用多读者、多病例接收器操作特征方法进行分析。
在接受CAD知识培训后,三名读者在乳腺钼靶阅读方面的表现比CAD培训前更好。CAD培训和经验提高了CAD辅助乳腺钼靶解读的性能。
在培训前后,每位观察者在CAD辅助乳腺钼靶阅读中的表现存在统计学上的显著差异。CAD培训将影响对早期乳腺癌的感知、识别和解读以及CAD性能研究。此外,年轻一代的放射专业人员可以在CAD的各种注意力聚焦特征、陈述性知识、程序性知识和条件性知识方面接受更多培训,并将它们纳入自己的知识库和策略性处理中,以提高乳腺钼靶解读性能的准确性。