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The applied focus of the paper adopts a Bayesian strategy and uses a quantile regression approach that has, as one aspect, the benefit of robustness compared to conditional mean regression, which is demonstrated using simulated data.
In terms of diagnostic capability, the performance of BRASS quantification is found to be equal to the Southampton method in this cohort and offers the benefit of robustness against reconstruction or calibration choices.
However, the benefit of robustness declined with evolutionary time, and the correlation tended to converge to zero at the end of the experiment.
At face value, this could lead one to conclude that the benefit of robustness was directly dependent on the mutation rate.
The multiple, arterial acquisitions provide the benefit of robustness to some artifacts, in which artifacts that compromise one data set, if transient, may not disturb others and provide more detailed enhancement characteristics of hepatic lesions [ 29, 32, 33].
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This system retains the benefits of robustness arising from negative feedback, while simultaneously generating population-level on/off responses thought to be critical for cell fate decisions.
Thus, cells can retain the benefits of robustness arising from negative feedback, while simultaneously generating population-level on/off responses that are thought to be critical for regulating cell fate decisions.
This setup provides reference values for the system when it is forced to adjust to increased perturbations without the benefit of increasing robustness via the buffering character, τ.
We suggest that the benefit of increased robustness in the face of disturbance and VLA increase outweighed the rather minor costs of redundancy in terms of material investment.
By contrast, composite tubes with metallic reinforcements (composite-intensive) have not been investigated, although they may offer benefits in terms of robustness or cost over both composite as well as metallic tubes.
The generation of a consensus prediction can potentially have benefits beyond that of robustness and performance, particularly in the absence of a gold standard.
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Justyna Jupowicz-Kozak
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