• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

FROC范式下诊断系统的性能评估:实验、分析及结果解读问题

Performance assessments of diagnostic systems under the FROC paradigm: experimental, analytical, and results interpretation issues.

作者信息

Gur David, Rockette Howard E

机构信息

Department of Radiology, School of Medicine, University of Pittsburgh, 3362 Fifth Avenue, Pittsburgh, PA 15261-3180, USA.

出版信息

Acad Radiol. 2008 Oct;15(10):1312-5. doi: 10.1016/j.acra.2008.05.006.

DOI:10.1016/j.acra.2008.05.006
PMID:18790403
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2556278/
Abstract

As use of free response receiver-operating characteristic (FROC) curves gains more acceptance for quantitatively assessing the performance of diagnostic systems, it is important that the experimentalist understands the possible role of this approach as one of the experimental design paradigms that are available to him or her among all other approaches as well as some of the issues associated with FROC type studies. In a number of experimental scenarios, the FROC paradigm and associated analytical tools have theoretical and practical advantages over both the binary and the ROC approaches to performance assessments of diagnostic systems, but it also has some limitations related to experimental design, data analyses, clinical relevance, and complexity in the interpretation of the results. These issues are rarely discussed and are the focus of this work.

摘要

随着自由反应接收者操作特征(FROC)曲线在定量评估诊断系统性能方面越来越被接受,实验者了解这种方法作为其可采用的实验设计范式之一在所有其他方法中的可能作用以及与FROC类型研究相关的一些问题非常重要。在许多实验场景中,FROC范式及相关分析工具在诊断系统性能评估方面比二元和ROC方法具有理论和实践优势,但它在实验设计、数据分析、临床相关性以及结果解释的复杂性方面也存在一些局限性。这些问题很少被讨论,而这正是本工作的重点。

相似文献

1
Performance assessments of diagnostic systems under the FROC paradigm: experimental, analytical, and results interpretation issues.FROC范式下诊断系统的性能评估:实验、分析及结果解读问题
Acad Radiol. 2008 Oct;15(10):1312-5. doi: 10.1016/j.acra.2008.05.006.
2
Performance assessments of diagnostic systems under the FROC paradigm: experimental, analytical, and results interpretation issues.FROC范式下诊断系统的性能评估:实验、分析及结果解读问题
Acad Radiol. 2009 Jun;16(6):770-1. doi: 10.1016/j.acra.2009.03.009.
3
On comparing methods for discriminating between actually negative and actually positive subjects with FROC type data.关于使用FROC类型数据区分实际阴性和实际阳性受试者的方法比较。
Med Phys. 2008 Apr;35(4):1547-58. doi: 10.1118/1.2890410.
4
Counterpoint to "Performance assessment of diagnostic systems under the FROC paradigm" by Gur and Rockette.对古尔和罗凯特所著《FROC范式下诊断系统的性能评估》的回应
Acad Radiol. 2009 Apr;16(4):507-10. doi: 10.1016/j.acra.2008.12.011.
5
A status report on free-response analysis.自由反应分析的状态报告。
Radiat Prot Dosimetry. 2010 Apr-May;139(1-3):20-5. doi: 10.1093/rpd/ncp305. Epub 2010 Jan 18.
6
Consistency of methods for analysing location-specific data.特定位置数据分析方法的一致性。
Radiat Prot Dosimetry. 2010 Apr-May;139(1-3):52-6. doi: 10.1093/rpd/ncq030. Epub 2010 Feb 16.
7
Clinical relevance of the ROC and free-response paradigms for comparing imaging system efficacies.用于比较成像系统效能的ROC和自由反应范式的临床相关性。
Radiat Prot Dosimetry. 2010 Apr-May;139(1-3):37-41. doi: 10.1093/rpd/ncq017. Epub 2010 Feb 5.
8
Quantifying the clinical relevance of a laboratory observer performance paradigm.量化实验室观察者表现范式的临床相关性。
Br J Radiol. 2012 Sep;85(1017):1287-302. doi: 10.1259/bjr/45866310. Epub 2012 May 9.
9
ROC, LROC, FROC, AFROC: an alphabet soup.ROC、LROC、FROC、AFROC:一堆字母组合。
J Am Coll Radiol. 2009 Sep;6(9):652-5. doi: 10.1016/j.jacr.2009.06.001.
10
Ideal AFROC and FROC observers.理想的 AFROC 和 FROC 观察者。
IEEE Trans Med Imaging. 2010 Feb;29(2):375-86. doi: 10.1109/TMI.2009.2031840.

引用本文的文献

1
Variations in breast cancer detection rates during mammogram-reading sessions: does experience have an impact?在乳腺 X 光检查阅读过程中乳腺癌检出率的变化:经验是否有影响?
Br J Radiol. 2022 Jan 1;95(1129):20210895. doi: 10.1259/bjr.20210895. Epub 2021 Nov 4.
2
ROC or FROC? It depends on the research question.ROC还是FROC?这取决于研究问题。
Med Phys. 2017 May;44(5):1603-1606. doi: 10.1002/mp.12151. Epub 2017 Mar 17.
3
Comparison of the diagnostic performance of digital breast tomosynthesis and magnetic resonance imaging added to digital mammography in women with known breast cancers.已知患有乳腺癌的女性中,数字乳腺断层合成以及数字乳腺钼靶联合磁共振成像的诊断性能比较。
Eur Radiol. 2016 Jun;26(6):1556-64. doi: 10.1007/s00330-015-3998-3. Epub 2015 Sep 16.
4
Quantifying the clinical relevance of a laboratory observer performance paradigm.量化实验室观察者表现范式的临床相关性。
Br J Radiol. 2012 Sep;85(1017):1287-302. doi: 10.1259/bjr/45866310. Epub 2012 May 9.
5
Measuring agreement between rating interpretations and binary clinical interpretations of images: a simulation study of methods for quantifying the clinical relevance of an observer performance paradigm.评价解读与图像二分类临床解读之间的一致性测量:一种用于量化观察者性能范式临床相关性的方法的模拟研究。
Phys Med Biol. 2012 May 21;57(10):2873-904. doi: 10.1088/0031-9155/57/10/2873. Epub 2012 Apr 20.
6
Clinical relevance of the ROC and free-response paradigms for comparing imaging system efficacies.用于比较成像系统效能的ROC和自由反应范式的临床相关性。
Radiat Prot Dosimetry. 2010 Apr-May;139(1-3):37-41. doi: 10.1093/rpd/ncq017. Epub 2010 Feb 5.
7
Counterpoint to "Performance assessment of diagnostic systems under the FROC paradigm" by Gur and Rockette.对古尔和罗凯特所著《FROC范式下诊断系统的性能评估》的回应
Acad Radiol. 2009 Apr;16(4):507-10. doi: 10.1016/j.acra.2008.12.011.

本文引用的文献

1
The "laboratory" effect: comparing radiologists' performance and variability during prospective clinical and laboratory mammography interpretations.“实验室”效应:比较放射科医生在临床前瞻性乳腺钼靶检查和实验室乳腺钼靶检查解读过程中的表现及变异性。
Radiology. 2008 Oct;249(1):47-53. doi: 10.1148/radiol.2491072025. Epub 2008 Aug 5.
2
On comparing methods for discriminating between actually negative and actually positive subjects with FROC type data.关于使用FROC类型数据区分实际阴性和实际阳性受试者的方法比较。
Med Phys. 2008 Apr;35(4):1547-58. doi: 10.1118/1.2890410.
3
Area under the free-response ROC curve (FROC) and a related summary index.自由响应ROC曲线(FROC)下面积及相关汇总指标。
Biometrics. 2009 Mar;65(1):247-56. doi: 10.1111/j.1541-0420.2008.01049.x. Epub 2008 May 13.
4
Anniversary paper: evaluation of medical imaging systems.周年纪念论文:医学成像系统评估
Med Phys. 2008 Feb;35(2):645-59. doi: 10.1118/1.2830376.
5
Evaluating computer-aided detection algorithms.评估计算机辅助检测算法。
Med Phys. 2007 Jun;34(6):2024-38. doi: 10.1118/1.2736289.
6
Assessment of medical imaging systems and computer aids: a tutorial review.医学成像系统与计算机辅助设备评估:教程综述
Acad Radiol. 2007 Jun;14(6):723-48. doi: 10.1016/j.acra.2007.03.001.
7
Combining two mammographic projections in a computer aided mass detection method.在一种计算机辅助肿块检测方法中结合两种乳腺X线摄影投影。
Med Phys. 2007 Mar;34(3):898-905. doi: 10.1118/1.2436974.
8
Spatial localization accuracy of radiologists in free-response studies: Inferring perceptual FROC curves from mark-rating data.自由反应研究中放射科医生的空间定位准确性:从标记评分数据推断感知FROC曲线。
Acad Radiol. 2007 Jan;14(1):4-18. doi: 10.1016/j.acra.2006.10.015.
9
Dual system approach to computer-aided detection of breast masses on mammograms.乳腺钼靶片上乳腺肿块计算机辅助检测的双系统方法。
Med Phys. 2006 Nov;33(11):4157-68. doi: 10.1118/1.2357838.
10
ROC curves predicted by a model of visual search.由视觉搜索模型预测的ROC曲线。
Phys Med Biol. 2006 Jul 21;51(14):3463-82. doi: 10.1088/0031-9155/51/14/013. Epub 2006 Jul 6.