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But we must look further than just the validation found through listening to the reality of horrendous journeys through public care.
For example, during the test phase of the L2PS the independent validation found a number of inconsistencies between the field model streams, allowing the institutes producing the models to examine and therefore improve their processes and algorithms.
Technical and biological validation found eight genes with reproducible differences in mRNA expression between the mild and moderate COPD groups based on their FEV1.
However, the lower ratio of validation found in the latter group can be due to the fact that only 2 genotypes of this market class were included in the genotyping array due to technical problems.
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Five-fold cross-validation found that the estimated prediction errors (EPE, approximated by the negative log likelihood loss function) of models with more than one variable were not any better than that of the single-variable G model (Figure 1).
Moreover, a cross-validation found that identification of the eight peptides is supported by the independent Study which contains 40 samples collected from women diagnosed with breast cancer and 40 from healthy volunteer woman who served as controls.
We evaluated the models generated from the Calu-3 with different numbers of clusters 5-1200), asd as in the case of our cross-validation, found that the model containing ten clusters had the best cross-prediction performance with a correlation of 0.39.
The pilot validation study found satisfactory criterion validity when comparing Doloplus-2 with an expert's evaluation of pain [ 15].
By running tenfold cross validation, they found that the SVM model produces the highest accuracy (76.2%).
Independent spatial validation data found MaxEnt consistently provided better model performance with 'good' model predictions (AUC =>0.8).
Several authors seem to favour validation of found signals through cross-referencing with published research or panel discussions or workshops with experts [13, 27].
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