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We believe that the reason for this discrepancy is that, while exhaustive search of all triplets and full covariance matrix in IBIS gives very good results on the training data, it may lead to overfitting of the validation accuracy, which becomes much higher than test accuracy.
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Also, a much higher incubation time was recorded for the stable gels formation at pH higher than tested up to 5 (Fig. 2).
When training dataset accuracy is much higher than testing dataset accuracy, it can be concluded that the model is trapped in over-fitting.
At six weeks (Test-6w), Group C continued to score significantly higher than Test-1, and by 4 months (Test-4m) all groups demonstrated a significant increase in their arthritis knowledge over pre-test scores (Table 2).
This was 27.9% higher than tests with NaOH-pretreatment and 43.1% higher than tests with untreated corn stover.
Both of the model-based net benefits were higher than testing all (the reference testing strategy).
Similarly, the "straight" response in Figure 5b could be simply insensitivity, with the non-monotonic portion of the response occurring at higher than tested sound levels.
Enzyme blend produced by mixing of fraction C15 and C20 gave the highest activity (18 %), which was higher than testing the two fractions individually (14 % for each) when adjusted for equal enzyme load (Fig. 4b).
In established diseases the diagnostic sensitivity of the VIDAS-EDRA was found to be identical to that of CCP2, and was significantly higher than tests for AKA, CCP1 and RF.
However, at the same temperature, both the yield strength and elastic modulus tested using the steady-state test are higher than those tested using the transient-state test.
If controllers tend to test higher, ROC area represents the probability that the test value for a randomly chosen controller is higher than the test value of a randomly chosen progressor (and opposite for tests for which controllers test lower).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com