Suppr超能文献

计算机辅助检测肺结节:基于专家知识的检测系统与经验丰富和经验不足的胸部放射科医生进行一致性读片时的性能评估

Computer-assisted detection of pulmonary nodules: performance evaluation of an expert knowledge-based detection system in consensus reading with experienced and inexperienced chest radiologists.

作者信息

Marten Katharina, Seyfarth Tobias, Auer Florian, Wiener Edzard, Grillhösl Andreas, Obenauer Silvia, Rummeny Ernst J, Engelke Christoph

机构信息

Department of Radiology, Klinikum rechts der Isar, Technical University, Ismaningerstrasse 22, München, Germany.

出版信息

Eur Radiol. 2004 Oct;14(10):1930-8. doi: 10.1007/s00330-004-2389-y. Epub 2004 Jul 3.

Abstract

To evaluate the performance of experienced versus inexperienced radiologists in comparison and in consensus with an interactive computer-aided detection (CAD) system for detection of pulmonary nodules. Eighteen consecutive patients (mean age: 62.2 years; range 29-83 years) prospectively underwent routine 16-row multislice computed tomography (MSCT). Four blinded radiologists (experienced: readers 1, 2; inexperienced: readers 3, 4) assessed image data against CAD for pulmonary nodules. Thereafter, consensus readings of readers 1+3, reader 1+CAD and reader 3+CAD were performed. Data were compared against an independent gold standard. Statistical tests used to calculate interobserver agreement, reader performance and nodule size were Kappa, ROC and Mann-Whitney U. CAD and experienced readers outperformed inexperienced readers (Az=0.72, 0.71, 0.73, 0.49 and 0.50 for CAD, readers 1-4, respectively; P<0.05). Performance of reader 1+CAD was superior to single reader and reader 1+3 performances (Az=0.93, 0.72 for reader 1+CAD and reader 1+3 consensus, respectively, P<0.05). Reader 3+CAD did not perform superiorly to experienced readers or CAD (Az=0.79 for reader 3+CAD; P>0.05). Consensus of reader 1+CAD significantly outperformed all other readings, demonstrating a benefit in using CAD as an inexperienced reader replacement. It is questionable whether inexperienced readers can be regarded as adequate for interpretation of pulmonary nodules in consensus with CAD, replacing an experienced radiologist.

摘要

为了评估经验丰富和经验不足的放射科医生在与交互式计算机辅助检测(CAD)系统对比及达成共识时检测肺结节的性能。连续18例患者(平均年龄:62.2岁;范围29 - 83岁)前瞻性地接受了常规16排多层螺旋计算机断层扫描(MSCT)。四名不知情的放射科医生(经验丰富的:读者1、2;经验不足的:读者3、4)对照CAD评估肺结节的图像数据。此后,进行了读者1 + 3、读者1 + CAD和读者3 + CAD的共识读片。将数据与独立的金标准进行比较。用于计算观察者间一致性、读者性能和结节大小的统计检验是Kappa、ROC和Mann - Whitney U检验。CAD和经验丰富的读者表现优于经验不足的读者(CAD、读者1 - 4的Az分别为0.72、0.71、0.73、0.49和0.50;P < 0.05)。读者1 + CAD的性能优于单个读者和读者1 + 3的性能(读者1 + CAD和读者1 + 3共识的Az分别为0.93、0.72,P < 0.05)。读者3 + CAD的表现并不优于经验丰富的读者或CAD(读者3 + CAD的Az为0.79;P > 0.05)。读者1 + CAD的共识明显优于所有其他读片,表明使用CAD替代经验不足的读者有好处。经验不足的读者是否能被视为与CAD达成共识来解释肺结节并替代经验丰富的放射科医生,这是值得怀疑的。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验