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Therefore, the model serves primarily to rank, rather than provide a real prediction of the actual level of heterozygosity, or the actual probability that the sequence is variant (see also below).
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According to statistical learning theory, the real prediction risk of learning is consisted of empirical risk and structural risk.
As expected, the BLC6 real prediction error of 1.10 for 1995 is higher than the adjustment error of 0.48 for the BLC6 of 1975 94, as the later were included in the supervised training.
For example, while average "real" prediction performance of GO groups is high when using protein interactions (mean AUC 0.7), the node degree ranking mean AUC is 0.63 – far above the 0.5 expected by chance.
We then estimate the frequency-domain prediction error as a linear combination of consisting of real prediction coefficients : (2).
To assess the significance of the Xpred score we performed 25 randomizations of the genes in each target cluster, then calculated a Zscore for the real prediction as the number of standard deviations from the mean of the randomized scores.
After the analysis of the 1975 94 training period, Table 7 shows the localization and (real) prediction errors for the CWT of 1995 together with vorticity and angle partial errors.
Near infrared spectroscopic (NIRS) calibration models for real time prediction of powder density (tap, bulk and consolidated) were developed for a pharmaceutical formulation.
Each polyp was assessed by an experienced GI pathologist blinded to the real time prediction of polyp histology.
In terms of a clinical test it therefore may be more appropriate to apply alternative techniques, such as various types of regression, to obtain a real valued prediction of patient outcome.
In summary, we have shown that digital chromoendoscopy allows an accurate real time prediction of the histology of diminutive polyps in the distal colon and by far exceed the thresholds recommended by the ASGE for a new technology to leave diminutive polyps in place or to resect and discard them without pathological assessment.
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