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The weaker prediction to symptoms than to disorders may be explained by the methods employed for collecting the data.
Their performance is dependent on the quality of the input alignments, and the main drawbacks include a weaker prediction efficiency and the need for a high-capacity CPU.
Manske et al. reported that the cortical area of the femoral neck, assessed using MRI, was significantly associated with failure load, with, however, a weaker prediction than that obtained with BMD using DXA [ 17].
In accordance with other studies, we also found that the use of dichotomous risk factors gave significantly weaker prediction of incident cases of type 2 diabetes than using the metabolic risk factors as continuous variables [ 4, 15].
Results of similar comparisons employing the change from baseline to week 4 in biomarker levels yielded weaker prediction power (data not shown) than findings based on baseline biomarker data.
Notice that depending on the chosen values for ϑ and Γ and the fluctuations of node x i, we either have ϑ ≥ β i or ϑ < β i. Benchmark tests (Section 3) indicated that Condition (i) or (ii) alone leads to weaker prediction performance (results not shown).
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The evidence is most definitive for STS3 and STS4, where strong predictions are obtained by all three methods for at least one region each (there are also weaker predictions for a possible 2 additional areas in STS3).
Gradient boosting produces a prediction model in the form of an ensemble of weak prediction models.
The described model is simple and rapid, with large HLA allele coverage representing the sampled global population, despite weak prediction accuracy.
Model performance analysis was conducted on the initial NN model to find if weak prediction regions exist, and further rolling data to cover these weak regions were generated and the extended data were used for re-training.
In contrast to the laboratory images, a weak prediction (48% for coarse and 56% for fine) was observed for the images taken in-situ mainly due to the quality of the images as they were affected by various field conditions; this requires further research.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com