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Mammography with Computer-aided Detection: Reproducibility Assessment Initial Experience.

机译:带有计算机辅助检测的乳腺摄影:可重复性评估的初步经验。

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PURPOSE: To examine the performance and reproducibility of a commercially available computer-aided detection (CAD) system with a set of mammograms obtained in 100 patients who had undergone biopsy after positive findings at mammography. MATERIALS AND METHODS: One hundred positive mammographic examinations (four views each), depicting 96 masses and 50 microcalcification clusters, were scanned and analyzed three times by the CAD system. Reproducibility of detection sensitivity and the individual CAD-generated cues in the three images were examined. Both abnormality- and region-based detection sensitivities were compared. RESULTS: Forty-eight (96.0%) of 50 microcalcification clusters were marked on all three images in the abnormality-based analysis. Of the remaining two clusters, one was marked in two images and one was marked in only one. The abnormality-based sensitivity for mass detection ranged from 66.7% (64 of 96) to 70.8% (68 of 96). The system generated identical patterns (including images with and those without cues) for all three images in 53.3% (213 of 400) of images. For true-positive cluster regions, 88.9% (80 of 90) were marked at the same location in all images. For true-positive mass regions, 69.5% (82 of 118) were marked at the same locations in all images. In false-positive detections, only 44.0% (81 of 184) of false-positive mass regions and 31.9% (38 of 119) of false-positive cluster regions were marked at the same locations on all three images. CONCLUSION: Reproducibility of marked regions generated by the CAD system is improved from that reported previously, largely as a result of the substantial reduction in the false-positive detection rates. Reproducibility of true-positive identification of masses remains an important issue that may have methodologic and clinical practice implications.
机译:目的:通过对100例在乳房X线检查中发现阳性后进行活检的患者进行乳房X光检查,来检查市售计算机辅助检测(CAD)系统的性能和可重复性。材料与方法:用CAD系统扫描并分析了一百次阳性乳房X线照片检查(每个视图四张),描绘了96个肿块和50个微钙化簇。检测灵敏度的可重复性以及在三个图像中分别由CAD生成的提示。比较了基于异常和基于区域的检测灵敏度。结果:在基于异常的分析中,在所有三个图像上标记了50个微钙化簇中的48个(96.0%)。在其余的两个群集中,一个群集标记为两个图像,而一个群集标记为仅一个。基于异常的质量检测灵敏度范围为66.7%(96之64)至70.8%(96之68)。系统为53.3%(400的213)图像中的所有三个图像生成了相同的模式(包括带有提示的图像和没有提示的图像)。对于真正阳性的簇区域,在所有图像中的相同位置标记了88.9%(90个中的80个)。对于真实阳性质量区域,在所有图像中的相同位置标记了69.5%(118个中的82个)。在假阳性检测中,在所有三个图像上的相同位置仅标记了44.0%(184个中的81)个假阳性肿块区域和31.9%(119个中的38个)假阳性簇区域。结论:CAD系统生成的标记区域的可重复性比以前的报告有所提高,这在很大程度上是由于假阳性检测率的大幅降低。肿块真阳性鉴定的可重复性仍然是一个重要的问题,可能会对方法和临床实践产生影响。

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