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PURPOSE: To evaluate the interobserver variability in descriptions of breast masses by dedicated breast imagers and radiology residents and determine how any differences in lesion description affect the performance of a computer-aided diagnosis (CAD) computer classification system.
A majority did concur with the computer classification for 91 of 95 visual fields.
Thus, there was majority agreement of the expert panel and the computer classification in 91 of 95 (96%) fields.
Overall 153 initial readings (69.6 %) are in agreement with the computer classification, which increases to 176 readings (80.0 %) after consulting the computer output.
Although two members of the panel concurred with the computer classification (superior arcuate, inferior altitudinal, and central scotoma), two members classified the inferior defect as an arcuate and one member classified the superior defect as an altitudinal defect.
Figure 4 shows a visual field in which the members agreed among themselves but not with the computer classification, and Figures 5, 6 and 7 show fields for which there was little agreement among the expert panel during independent classification.
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The most complete computer classifications of protein folds are "Dali/FSSP" developed by Holm and Sander, "CATH" (Class-Architecture-Topology-Homology) by Thornton's team, and, perhaps the most popular among them, "SCOP" (Structural Classification of Proteins) developed by Murzin after he left Pushchino for Cambridge.
Multiple citizen scientists do a better job than one exhausted graduate student, and computer classifications have an error rate of 20%to30%0%.
In computer networks, classification algorithms can be used to perform categorization of packets into "flows," in a process known as packet classification [32].
We have developed a new computer habitat classification method based on automatically tagging geo-referenced ground photographs.
With the applications of remote sensing in the study of wetland landscape is more and more extensive, computer automatic classification method appears especially important.
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