Potential of computer-aided diagnosis to reduce variability in radiologists' interpretations of mammograms depicting microcalcifications

被引:99
作者
Jiang, YL
Nishikawa, RM
Schmidt, RA
Toledano, AY
Doi, K
机构
[1] Univ Chicago, Dept Radiol, Kurt Rossmann Labs Radiol Image Res, Chicago, IL 60637 USA
[2] Univ Chicago, Dept Anesthesia & Crit Care, Chicago, IL 60637 USA
[3] Univ Chicago, Dept Hlth Studies, Chicago, IL 60637 USA
关键词
breast neoplasms; calcification; diagnosis; computers; diagnostic aid; diagnostic radiology; observer performance;
D O I
10.1148/radiol.220001257
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
PURPOSE: To evaluate whether computer-aided diagnosis can reduce interobserver variability in the interpretation of mammograms. MATERIALS AND METHODS: Ten radiologists interpreted mammograms showing clustered microcalcifications in 104 patients. Decisions for biopsy or follow-up were made with and without a computer aid, and these decisions were compared. The computer was used to estimate the likelihood that a microcalcification cluster was due to a malignancy. Variability in the radiologists' recommendations for biopsy versus follow-up was then analyzed. RESULTS: Variation in the radiologists' accuracy, as measured with the SD of the area under the receiver operating characteristic curve, was reduced by 46% with computer aid, Access to the computer aid increased the agreement among all observers from 13% to 32% of the total cases (P < .001), while the <kappa> value increased from 0.19 to 0.41 (P < .05). Use of computer aid eliminated two-thirds of the substantial disagreements in which two radiologists recommended biopsy and routine screening in the same patient (P < .05). CONCLUSION: In addition to its demonstrated potential to improve diagnostic accuracy, computer-aided diagnosis has the potential to reduce the variability among radiologists in the interpretation of mammograms.
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页码:787 / 794
页数:8
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