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The system is developed based on breast density, according to the four categories defined by the American College of Radiology, and is integrated to the database of the Image Retrieval in Medical Applications (IRMA) project, that provides images with classification ground truth.
On the basis of combined data from the confirmed cases and controls (n = 298), sensitivity, specificity, PPVs and NPVs were calculated for each separate classification ground, as well as for some combinations (Table 3).
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"Nobody would go after this article on classification grounds unless they were pursuing a political agenda, and it is amazing to attack someone politically for writing an article in support of a policy of the president of the United States," said Matthew Bunn, a former White House official under President Clinton and now a nonproliferation expert at Harvard's Kennedy School of Government.
5 Unfortunately, none of the classification grounds state how to define the cut-off level for ANA.
Many of the combinations of classification grounds showed similar figures, as indicated by the fact that most CIs overlapped.
Another challenge, including several laboratory items in the classification grounds, is the choice of methods and definition of accurate cutoff levels.
Although much indicates that the SLICC-12 criteria will contribute to a higher sensitivity for detecting SLE compared with previous classification grounds, it is still unclear how much acceptance they will receive.
We affirm that SLICC-12 has advantages with regard to diagnostic sensitivity in comparison with other classification grounds on the basis of our study of (1) patients in our regional register with confirmed and well-characterized SLE and (2) autoantibody-positive patients who had been referred to rheumatology specialists on the basis of a fair suspicion of systemic autoimmune disease.
High within-class variance as well as low between-class variance that characterize this kind of imagery make the detection and classification of ground cover transitions a difficult task.
The proposed TDCAF can be applied to the generalized image classification and ground-based cloud classification.
Hence, there is a high demand for automatic classification of ground-based cloud.
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