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To ensure that all associated information for the models and their predictions are captured (e.g., descriptor values, statistics, methods and versions of the models used to make those predictions), the predicted values in ChemProp have been supplemented by the development of the DSSTox-Models database.
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To recognize the validity of the prediction, the predicted values of was compared with experimental ones and they are presented in Fig. 11.
By using causal prediction, the predicted value can be rounded to integer number for enhancing coding efficiency since the prediction context of a pixel has been known, such as the median edge direction (MED) predictor in JPEG-LS standard [30].
To evaluate the accuracy of our prediction, the predicted primers were compared with 29 known primers including 13 Archaea-specific, 9 Eubacteria-specific, and 7 universal primers (Table 3).
To check the validity of our prediction, the predicted percentage of people under a given quantile can be considered.
For purpose of UOP prediction, the predicted UOP was compared with measured UOP at each hour for each patient.
Since each instance carries a predefined BGL label, after running through the full course of prediction, the predicted results could be compared with the actual results.
If, with a high confidence prediction, the predicted link-label disagrees with the actual label then this may indicate an outlier (a wrong link-label) and the datapoint should not be learnt.
To complete the computational prediction, the predicted regions were manually checked for elements commonly associated with GEIs like transposases, integrases, insertion sequence (IS -elements, tRNAs and GC-content devIS -elements].
If any one of the predictions made using the algorithm matched the 5′ gene miRNA, then a score (S) of 1 was assigned to the prediction, so the maximum score was 3. To improve the reliability of the prediction, the predicted miRNAs were predicated against the miRCancer database (30) to determine whether those miRNAs had been recorded.
Even though the theoretical potential to improve the species predictions is clearly shown above, it could not be realized in the practical predictions combining the predicted dominant species to the models formulated.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com